{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8c8bf5a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.svm import SVC\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import GridSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3aa4cb41",
   "metadata": {},
   "outputs": [],
   "source": [
    "x,y = make_moons(n_samples=200, noise=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8c4f5294",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x[:,0],x[:,1],c=y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3933e0e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train, x_test, y_train, y_test = train_test_split(x,y,test_size=0.3, stratify=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "26ba508e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=0.05)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = SVC(C=0.05)\n",
    "clf.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c7994e4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import meshgrid, vstack\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "a1843102",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotting(model):\n",
    "    y_lim = ax.get_ylim()\n",
    "    x_lim = ax.get_xlim()\n",
    "    y = np.linspace(y_lim[0],y_lim[1],30)\n",
    "    x = np.linspace(x_lim[0],x_lim[1],30)\n",
    "    \n",
    "    y_grid,x_grid = meshgrid(y,x) \n",
    "    xy = vstack([x_grid.ravel(), y_grid.ravel()]).T\n",
    "    bund = model.decision_function(xy).reshape(x_grid.shape)\n",
    "    ax.contour(x_grid, y_grid, bund,colors=\"r\",levels=[-1,0,1],linestyles=[\"--\",\"-\",\"--\"]) \n",
    "    ax.set_xlim(x_lim)\n",
    "    ax.set_ylim(y_lim) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "a9e61505",
   "metadata": {},
   "outputs": [],
   "source": [
    "c = [0.05, 0.1, 1, 2, 5, 10, 50, 100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "1bfbbd6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(len(c)):\n",
    "    plt.figure(figsize=(20,10))\n",
    "    ax = plt.subplot(2, 4, i+1)\n",
    "    plt.title(\"C=\"+str(c[i]))\n",
    "    plt.scatter(x_train[:,0],x_train[:,1],c=y_train)\n",
    "    clf = SVC(C=c[i])\n",
    "    clf.fit(x_train, y_train)\n",
    "    plotting(clf)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6482661",
   "metadata": {},
   "source": [
    "### The larger C is, it is equivalent to penalizing the slack variable. It is hoped that the slack variable will be close to 0, that is, the penalty for misclassification will increase, which tends to be the case of fully splitting the training set. In this way, the accuracy of the training set test is very high, but generalization Ability is weak. The C value is small, the penalty for misclassification is reduced, and fault tolerance is allowed. They are regarded as noise points, and the generalization ability is strong."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "bf96a43c",
   "metadata": {},
   "outputs": [],
   "source": [
    "kernels = ['linear', 'poly', 'rbf', 'sigmoid']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "84ee6821",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vAupmfD0KDAcQQliBLzNebwD0EkI0CJBNmgCzev56fL7se0EHth8mJTE16OvbI3NO90XFBv7D36DVJTz15cNExUYSHReFI8pOnctqM3DOawFfS5MHXnoJOnQw2orsaAdUYAJSBSelXCiEqJXLIV2BMVKVTC0TQpQSQlQGagE7pJS7AIQQEzKO3RwIuzSBJTLG4XfzXVgENofNzzsuzJ5N+/nyme/YuHgrUbGRdOl3PX3evAubPfv5IqMdtOpyBf/OWoXb5TnzvCPaTtcnc7v/KTg33N+BDj2vZveGfZQoE0uViysFZR1NHnjjDaMt8I8uQigwodoDqgrsz/L/AxnP5fR8NoQQjwohVgohVsbHZ0/DaIJP1yduxBF9bhRic0TQ5vYrsRfAAR3bf5xnrn6dtQs24nF5SEpIZuqQ2Xx47xc5vueFUY9xSfOLcUQ7iI6LwhZpo2231tzx7M35Xj+v2CPt1GtRRzsfo3E64fBho63Ijo6ACkyo+oCy7+SCzOX57E9KORIYCdC8eXPjm0+KIXe9eCu7NuxjybR/iXDY8Lo91L38Ip4d8WiBzjdt6Bxc6a5znnOmufhnxkqO7o2nYs3y2d4TWyqGzxa/x+6N+zi6J56LmtSgQo3sx12IxIQkfv50FstmraJk+TjufK4LLTubrL9Ecy4vvgjjxqnx3GZC9wEVmFA5oANAVr2WasAhwJ7D8xoTYo2w8tqPz3BkzzF2b9hH5YsqUqthwWV4tq3YgceVvbPd5rCxb+tBvw4ok9qNalC7UY0CrZt0Mpl+l73EqWOncTtVKm/zP9vp82Y3erx8W4HOqQkBlSrBqVPmm72TlgY2mxobockXoUrBzQDuzaiGawWcllIeBlYAdYUQtYUQdqBnxrEaE7Jv60GG9P2aD+/9gk1Lt1KiTGyhzndx01pYbdk/tG6nO6hK2zO+msfp+MQzzgdUg+mYAZNJOa0bTE1LpYwU6LFjxtpxPmlpOvopIAGJgIQQ44H2QDkhxAHgLcAGIKUcAcwBOgM7gFTggYzXPEKIJ4FfASvwnZRyUyBs0gSWdX9v4n9dBuFKd+Pz+ti2YgezR/7Ol8s/yP/eSGoqHDxI90412ffNSeJdsF/EYZGSW217ubh2eSqPGQ4pKeqrY0fo1i1g38vyOWv8N5jaItixZg9N2zcM2FqaAJK1F6hGwaLfoKAdUIEJVBVcrwu8LoEncnhtDspBaUyKlJIhj4wgPcV55jm304PX7WXUqz/y5qQX8noiGDsWnn8eTpygPPAhsKR8EwacKIkt0sbjaasQmyUMmKs+1DEx6sLTrRscOACffw6vvgplyhT4+1ENptnVhbweD6UqlizweTVBJjMCMpsaQlqaroArIFqMVOMXj9vDwf8OE1s6FkeU3X8DqE+y5vcN+Tvx2LFQty4MGQKxsRATw9U1azK3Th0sFgvi6KfK6URHZ8+p//orDB4Mo0YpJ/TUUwW687zj2S78O2c1ztSzBRDWCAs1Lq1KzfrV8n0+TYi4+GL4+GO45BKjLTmX1FQdARUQ7YA02VgwYTFfPD4Kr8eLx+Olfsu6OR4bXfICd36nT8O778LTT6u0ycSJUKoUWM7dfjzjairlks576CG48kro3x9eeQW++AIGDoR7783T95VJw6vq8eQXD/HVs9+r4XVuLxc1qcmAaS/l6zyaEFO6tKqEMxspKeqmSZNvtAPSnMOWf//j04eHnxMdbF66jeiS0aQlpZ2zce+ItnPH0zf5P5GU8OOP6oJx7Bhceik8/HChUmcANG6spPn/+ks5ob//zrcDArjxgY507NWG3Rv3E1c2lsq1KxbOLk1o+O8/dbGvUsVoS86iHVCB0WKkmnP4echMXGnnbtBnar7Vufwi7FF2YkpGY4+0ce3dbbn9GT8NoBs2QLt20KcP1KwJy5cr5xNI2reHZctUFASwYoWSaVm+PM+nsEfaqdf84nw5n+MHTzDxo18Y+fJYVs1fh8+XfQyEJog0bw4ffWS0FeeSkqLSyZp8oyMgzTmcP9Y6E5s9gofev5uyVcpwdM8xajWqwbF9xxn50liEgPY921Cv+cXq4GHDYPNm+OYbePDBbOm2gCHE2c3fw4fVmi1bwl13qdRc3ZxThwVhxbw1DLjzE3w+idvpZubw32jc9lLendEfa4TuAQkJJUuqtK6Z0BFQgdERkOYcLr+uiV9dN7fTzcVNa1GtbmWuuL4pPw+ZxUvXDmDqZ7P5ecgsZrbpw8xHBqqDP/gAtm1TUU+wnM/53Hor7NgBb70Fc+ZAgwbKCQUIt8vNwF6f4UxznRlQl56SzoZFW/jjx0UBW0dzAczogJKTtQMqINoBac7h9qc7E1sqmogsDaKOGAc9+99ObCn1Idu1fi8zvpyHM9VJOV8Kn/j+4kXnP9i+/54D2w+pzeLMCZahpEQJePtt5YjuugschRvHkJWt/+7wGxmmpziZP/bvgK2juQClSik1BDOhI6ACo1NwmnMoWS6Or9d+wvhB0/h3zmpKlY+j2wu30vaOlmeO+WfmStwuDw7p4V2WUIkUPuVy/rDW5f6Zq7jrBYM3iCtVgp9+Ovt/n6/QkZg1wuLXAYFqYNWEiJIlzSdIqh1QgdGfnGLC/DF/M+69KZw4lECtRjXo+/G9NG5b3++xpSuW4vHPHuDxzx7w+7rNHoHFIniBVdTmNK/ThpWiEvYIKzaHyf6k5s9X1XLz5xcqKqt3ZR0cUQ7SktLPeT4yxsFND3UsrJWavPLMM2fVp82A262+tAMqEDoFVwyY9sUcPn/8Gw7tOIIz1cW25Tt49cb32PxPwUZpX3NXa+wWSQQ+vqcRK0VG746Etne2CqDlAaBUKVWc0KMHeDwXPDwnrFYr70x/hei4KKJiI7E5bDii7LTrfpX5vueizPXXq/0+s5CSoR2oHVCBMNntqibQeD1efnhzIs5U5znPO9NcfPvaTwz+c0C+z1mpVgUe+6ovgx63YI2wEikEPo+XF77tR9nKpQNlemBo0QKGD1fVeK++qjrpC0j9lnWZcOBrlvyygqSEZJp1aBjU0dxSSoTwN7GkGHPoEOzcCW3aqCpIo9EOqFBoB1TEOX088UzV1vns3rgv/yfcvRseeYQbR42i1b4R/Dt7NUIIWnW5griyJQppbZB44AFYtQo++QSuuAJ69sx2iNfrZebw35g+bC6pSem0vuUK7n27O2UqnetQo2KjuO6ea4Jq7u/j/ua71ycQv/845aqV4YH3etHp3vZBXTNsGDtWKWGYpfIsOVk9msGWMEQ7oCJOiTKxWKz+M6357v5PTYXbb4e9e8HjoVT5ktxwf4cAWBkCPv0U1q3Dt2AB47YKZg7/jbTkdJp2aEi/wfcxftA0Fk5ZdiZSnPfdn/wzcxXfbhpypvovFPz+40I+6/fNGTuOH0hg6OOjEEJwfZ92IbPDtJTMEIs9fdocF30dARUKvQdUxLHZbdzxzM04os8tSXZE27n/nR55P5GUSott/XoYPx7q1AmwpUHGbod58xiUVJ9JH8/gVHwizjQXK+au5Ykr+/PXxCXnpCm9Hi8pp1KYM+qPkJo5+n8TsqdLU518/7/xIbXDtGR1QGZAO6BCoR1QMeC+d3rQ4+WuRJeIwhphoVzVMrz43eO0uPGyvJ9k8GCYMAHefx9uvDF4xgaRo8dTWTp9BeVTT/C0XI1F+pBS4kpzZRvNAGqfbP3CzSG18dj+436fP34gIccy8GJFqVLq0WwOSEvxFAidgisGWCwW+rx5F73/dyeudDeOKHv+NrfdbtVXc9ddqqQ5TNmzaT82h40GaSe4hV2kEsEomuD1+LBYsl/cI2xWqtbJ57C9QlKxZnmO7M4+8bN89bK6IAF0BFTE0BFQMcJisRAZ7cj/hcxmg0WL4PvvzVF5VECq1qmE2+XhN1GLGVxMD7bTXu7HGmGhRJnYc9QfQDWYdn0itNHeQ+/fjSPafs5zjmgHD75/d0jtMC3168PPP0OzZkZbotAOqFBoB6TJmZQUFfFkVhyF+Yes2iVVaNy2PjaHjeE0ZQNleYGV1I1IZuDs17isY2Mi7BHYI21UqlWB92a9mv9x44WkfY+refHbx6lUuwIWq4VKtcrz/Df9uPbutiG1w7SULg133HF2PLfRaAdUKEQ45pWbN28uV65cabQZRRspoVcvmDwZ/vhDjT8oAqSnOvnqme/5fdxC4lzJDLf+ibVdW+Lmq6nwyadSSE91UrZyaZ3yMiM+n1K1qFUL6tUz2hrVV/byy5CYqLQINdkQQqySUjb395qOgDT+GTJETS8dOLDIOB+AyGgHz3/Tj5nJYxmT+jOlN64ibubUM6/HloqhXJUy2vmYmRtvVAUxZkD3ARUK7YA02fnzT3VXd+edYV10kBtWqxW7wwaXXAKRkUph+bvvjDZLcyEsFrUn6XRe+NhQkJioKuBCNXakiKF/appz8fngiSfUMLcwKzrYsXY373YfzMONnuPjB75UoyHyyhdfqD6nuXODZ6AmMNjt5nFASUkQF2e0FWGLLsPWnIvFoi7CTmdY5bTXLNjAG7d+gCvNjZSS/dsOsfDnZQxZ+A51mtW+8An694fRo5Ve3A036DtaM+NwmMcB6b2fQqE/ZZqzHDigig9q1lSpqTBi6BOjcKa6zjRr+rw+0pPTGfHCD3k7gc0G77wD69apwguNeTGTA9IRUKHQDkgDwPHdh3G1bI27z71Gm5JvXOkuDv3nf0jZ1mX/5f1EPXtCo0bwxhuFGt2gCTITJ8ILLxhthSIxUTugQqAdUDEnLTmN/90yiEn1bsF+6ADvTj7A2Hcmh5XsS4Q9Aluk3e9rsaXzIZFitaqqv2bN1IVFY07atoVLLzXaCkVSkk7BFQLtgIo5nzw0nM3zV9PLvZF1lOMfV1kmfTydP8cvNtq0PGOxWOj88LU4os5XELBz1wtd8neyW2+FSZOgTJkAWlhwfD6f0SaYj/nz4e+/jbZCoSOgQqEdUDEmJTGVf2as4FbnZkrj5FsagxCkpziZ+PF0o83LF498dA9t7miJzWEjpmQ09kgbnR++jtufublgJ9y0CWbNCqyR+eDvSUu5p/bj3BDRg+6VH2bG8F/DKioNKq+/Dh9+aLQVCh0BFQpdBVeMSTmVglUI2nKQxVRhiyh75rVTx8IrBWWz2+g/9mn6fXofR/fEU6VOJUrkJ/12Ps89B2vXqumbIb7ALJ2+go8f/BJnqguAk0dP881LY/F5vNz2VOeQ2mJKzFKEIKWOgAqJjoCKMWWrliEyLpqn6MjnXH7meYtFcFnHRgZaVnBKlS9JvRZ1Cud8AN59F+Lj4fPPA2NYPvju9Z/OOJ9M0lOdYbc3FzTM0geUnq6KVbQDKjDaARVjrKdP88zge7DERHHaEgmoEQTRcdHcNyAfw+qKIi1b4r3lVpzvvk+f0r3oEnsP79z1Ccf2xQd9aX/jGABSTqeSnmqCC6/RmCUCSkpSjzoFV2C0Awojjh9KYOw7k/mgz1Bmj5xPWkp64U744ou0efsRPprTn6u6tqB24xp0fvR6vl73CZUvMonasIEMOVIVmyuNLqdW40x1smTacp64sj8pp1OCum6VHGYQxZaOJfK8ybbFErM4oMxKSR0BFRi9BxQmbF62nf6d3sXj9uB2eljyy3LGD5rGlys+oGS5AnwANm+GH36AZ5+lwTWNefuaxoE3OozZvmonf21OpD61caPmBPl8krRkJ7/98Be3P5334gYpJQe2H8KZ5qJ24xpYrdZcj39oUG/evWswzrSzaThHtIP73+2pRVIBPvoIXK4LHxdsdARUaLQDCgOklHx07xekJZ+NeNJTnHjcJxn3zhSeGPog6/7axIyv5pF0MoW2d7bihvvbY8+hNwZQlUSxsUp6RpONPRv3IwR8Jq4453lnqpNtK3bm+TwHth/iza4fcmz/cSxWS0axxFO5jkNv2flyXp/wHN+8MpZDO45QtkoZ7h3QnRvu61Dg76dIUbeu0RYodARUaLQDCgMSjpzi2P4T2Z73uDwsmrqMctXKMPadKTgz9ge2/LOdud/+wWeL31OKz+ezbBn88ovaaC9XLsjWhydV61Y+K8QqJVdwlIOUICG6NLUa1cjTObweLy90eJuTR06dKR5II50B3QbzzYbBVK6dc5qz9S3NaX2L3xEqmqVLYccOuNdg1Y7MCEg7oAKj94AMIC05jfGDptLv8pd4vt2b/DVxSa7VTTZHhCr59EOEPYIxb08643xAVUzt33ow52bS8eOhQgV49tnCfBtFmgatL6FqnUpE2CMoiYsBLOVeNmGzR3DTQx3zdI5V89eTnpKe7Xfr9XiY992CYJhdPPjpJ1UmbzSZEZBOwRUY7YBCjCvdxVOtX2fcu1PYuXYPGxZtYfDDw/nymZxn0cSVKUGDq+phsZ7763JE22lyTQMi7NkD2fQUJ4un/uv/hJ99BsuXqxScxi9CCD7+4y3a3tGSFHs000VdrmUfX/3QJ897biePnsLnza5k4HF5/Ua0mjxiliIEHQEVGu2AQsyC8Us4uucYrnT3mefSU5zMHfVHriW+/cc9TeWLKhJVIpLIGAeOKDvNb2jG9fe28xs9CYugVPnzPhhSQkKCSi3VrBmw76moUqJ0LK/99CyzUn/k9oN/YYmLo8ror/L8/kZtLvXrgCJjI2nRqWkgTS1emMUBFdcI6Pvv4aqr4K67VBbl449VVJqesUedj141vQcUYlbOW0N6SvYPj9VmZeOSbXSsUd7v+8pVKcN3Wz5jw8ItHN0bzyXNL6ZWw+p4vV6i46JJT04/5/duj7TR5bEbzj3Jr79Ct26wYAFceWUgv60ijdVqxVq5kkr7DBgA69dDkyYXfF/VOpW57p5rWDB+8ZnfuT3KRpWLK9K2W6tgm120MUM14KlTSsC2OIzj3rxZZU3uuw+iotTXhg0wb97ZseQpGe0JL76oZmtVqwYNG+Z6Wu2AQky5amWxRljxerzZXitdsWSu77VYLDRtf+4v1Gq18uFvb/DqjQNJPpWMEAKv28tjQ+6nXvOLzz3B++9D6dJK7VmTf555BiZMgP378+SAAJ79ui9N2jVk5ohfSU9x0qHn1dz6xI3Y7H6KQzR5w+czx8DAkyfV58kMzjCYuFxwzz3q775rVzW2pGfPs68nJsKhQxAdrf7fpg2kpan5YhcQ0xXhKO3RvHlzuXLlSqPNKBAHth+i32UvndPjISyCclXLMHbXlxfsEckJn8/H1uU7SE1Mo0HrS4guEXXuAYsWwTXXKGmZp58uzLdQvJGy6F9wzE58vEol16tnrB29esGqVbB9u7F2BJvXXoNBg1TlbNeu+X67EGKVlNJvSacJbiOKF9UuqcJr45+lROkYokpE4oi2U+PSqnyy4O0COx9Q0VGDVpfQvFPT7M4H1B9QuXLw8MOFsF6DEOB2wx9/GG1J8aV8eeOdD6gUXKlSRlsRXBYvVsrjDz1UIOdzIXQKzgCuurUFk49+y671e4mMcVC9XtXgLrhrl8rVvvfe2TBZU3A++UQ18m7cCA0aGG1N8eOvv9TP/sknjbUjMwVXVHE6Va9VrVowZEhQltARkEFYI6zUvfyi4DsfgIsugnXr4PHHg79WceCRR5Qjf/ddoy0pnkyfrm4AjObkyaIdATkcqmVj3LigVfppB1TUydzja9y4aH9YQkm5curue+JE2LIlZMv6fD5mj5zPw42e4+6a/fjiyVGcPHoqZOubBrMUIZw6VXQjoNRU9XjrrdC6ddCWMcFvURNU+vZV+dswLDYxNS+8oEpRBw4M2ZJDH/+GEc//wN7NB4jff4LZ3/zOY1e8TPKp4Kpzmw4zOCApi24K7vBhqFMHxowJ+lLaARVl9u1TTWOxsbpyK9CULw+PPqpGd3s8QV8u/sAJ5o/5+5x5QF63l+STKcwZ9XvQ1zcVZnBAqamqGKWoZRWkVDesJ0+GpFdQO6CizBdfqMcXXjDWjqLKoEGwejVEBL+W579Vu/xKLjnTXKxdsDHo65sKMzigU6fUY1GLgEaMgLlzlbrBpZcGfTntgEKElJL/Vu9iw6ItuNJDMMvE5VLzfrp2hRp5U2/W5JPISBVZJidfsOGusJSvXtavrI81wpLjALsiy6BBsGaNsTacPKkei5ID2rZN3azecAM88URIltRl2CFg7+b9vN5lEInHkxAWgZSSF0Y9Tru7gre5x8yZqmHvoYeCt4YGVq6Ejh3h55/h+uuDtkydy2pTtU5l9mzej9d9VkXDZrdx25M3BW1dU1KqlPGpr0wHZLQdgWTxYlXt9t13IUvZ6wgoyHg9Xl66dgDH9saTlpxOamIaaUnpfHz/MHat38u/c1bzx4+LOH4wwOrILVuqO8VOnQJ7Xs25NGoEdjuMHBnUZYQQfPDb/2hyTQNsjggcUXbKVS3D29NeotolVYK6tumYPl2VBxtJUUzBPfQQ/PcfVAnd35OOgILM6j824Ex1ZStCc7vcPNXqVSLsEUifxOvx0u3FW3ngnZ7+T5RfqlWD/v0Dcy5NzkRGKoHGoUPhyBGoFLx0WKnyJflo/psknkgiLTmdCjXKFc8R3b/8ogR1jZxnVZRScMuXK4faqVPIR0voCCjIJJ1IQpK9BNrnlbjS3SoiSk7Hle5m6pBZrJq/rvCLTpqk7hI1oeHRR1Ul3OjRIVkurmwJKtYsXzydD5ijCKGopOCSk+Huu1W7hgEjLrQDCiKudBdx5UrgceWtTDc9xcnskYUsqfX54JVXzlbAaYJPvXrQvr1KwwW5GEGDORxQZgquZO4K9qbn+eeVVNeYMUr5IMToFFyQmP3NfL5+cQwCgcfjxWIV+LwqErI5IvC6vfh82SOj1KS0wi28YAHs2aNGL2hCx4cfqnLsQl4YU5PSWDz1XxKOnKLJNfWp3+qS4hvp5IQZHNDJk2rDPgQl+EFj5kz45ht1w9q2rSEmhPFPz7ysWbCB4c/9gDNL06CIsFCiTAw161fj6juuZPQbE3CmnluOHRnjoH2Pqwu3+KhRKi99++2FO48mfwSgae+/1bt46doB+Lw+XOlubI4ImnZoxICpL2GNKLhS+oVITEhi+Zw1SClp2fly4sqafMKnWRxQOO//uN0qddy0qRqyaBABcUBCiBuBzwErMEpK+cF5r78E9M6yZn2gvJQyQQixB0gCvIAnp7kR4cSkj2ec43wAfB4fzlQnr/70DBWql6NU+Tg+6zsSt8uDz+sjMsZBnctqc23vNgVf+PRptUH7yCNqc1wTWv77T1UefvABVKiQr7dKKXn7jo9JOZ165jmvx8vaBRuZM+oPbukXnGrGBRMWM/jB4Vgj1AX9M4+XZ7/uy/V92gVlvYDw3XchUZ/IlXB3QF6vUsdv0MCQ1FsmhXZAQggr8CVwPXAAWCGEmCGl3Jx5jJTyY+DjjONvAZ6TUiZkOU0HKeXxwtpiFo4f8F9SHWGP4OTR01SoXo7r7mlH3csvYs6oPzgdn0jrW1vQ5vYrC3enu3u3qn7r3fvCx2oCj8ulpI+aNMl3hdbezQdIPJGU7XlnqpN53y0IigM6fiiBwQ8Oz9YY/Vm/kTRt35AK1csFfM2AEOVn3lWoOX5cidKGK5GRpugRDEQceyWwQ0q5S0rpAiYAuU0u6gWMD8C6puWKTk2IsGV3JD6vj5oNqp35f80G1Xns0/vpP/Zp2t3VuvBplmbN1F14y5aFO4+mYDRsCC1aFKgaTuZSvBCsqcWLpiwDPxWa0idZOPmfoKwZEIYOVXsXRnL8uNIDDEekhLFjleiowQTCAVUF9mf5/4GM57IhhIgGbgR+zvK0BH4TQqwSQjya0yJCiEeFECuFECvj4+MDYHbw6P5SV2JKxpzjhBzRDh4ceDeR0UEKd9PT1R24EFp41Ejuv1/NXlq7Nl9vq9mwOrGlYrI974i20+m+9gEx7XzcTrdfeR+fx4sr3R2UNQPCmDHGtxmEcwS0bZsaNDdtmtGWBMQB+bva5XTLdguw5Lz029VSysuBm4AnhBDX+HujlHKklLK5lLJ5eZPfeZSpVJqv131Cl36dqH5pVZp1aMibk1/g9qc7B2/RH39UTZD79gVvDROTeCKJ8YOm8r9bBjHy5bEc3WvQTUrPnkoZ4Ycf8vU2i8XCG5NfODOmHSAyNpL6LS/h5kevC4altOxyBRY/UXeEPYLWt1wRlDUDQkoKxGR31iHD7VZ7QOHqgGbNUo9duhhrB4EpQjgAVM/y/2rAoRyO7cl56Tcp5aGMx2NCiGmolN7CANhlKGUrl+aJzx8M3YITJ6pN0erVL3xsEePYvngeb96ftOQ0XOluVs1fx8wRv/HR/Dep37JuaI0pU0bl1guwQd2g1SWM2/0Vf09cSsKRUzS+pgGXdWwUtDLsmvWrcccznZk2dO6ZfSB7pJ1bHutE7cY1g7JmQEhONtYBJWTcP5v8RjhHZs5U1W8mECkOhANaAdQVQtQGDqKczN3nHySEKAm0A+7J8lwMYJFSJmX8uxPwTgBsKl7Ex6v+n5dfLpbpt29eGUfSyeQz6SSPy4vH5eXTR4bzzfpPQ2/QV18V+K1xZUpwy2M3BNCY3Hno/d5cfduVLPhpMVJKOvS8mgat64Vs/QKRkqJmXBnF8Yx6qXCMgBISYMkSePVVoy0BAuCApJQeIcSTwK+oMuzvpJSbhBD9Ml4fkXHo7cBvUsqs4xsrAtMy7vAigJ+klPMKa1Ox4+efVVlljx5GW2IIK39d53cvY//WQ6ScTiGmpAF3yz6fGlbXuHHo184nl15Zl0uvDHGkWBjS042NgMLZAS1bpq4VJki/QYD6gKSUc4A55z034rz/jwZGn/fcLqBpIGwo1kycqORgmjQx2hJDiIxx+B1LLSwCm8NmgEWoHot334VDh8I3VWNWUlKMlTzKLIIKRwfUubP6m6xY0WhLAK0FVzR47z349NNimX4D6NKvE44o+znPRdgjaH1rc+yR9hzeFWTuuEM1S/70kzHrF2WEAGvwlCEuSGYEFK43FpUrG68kkYE5rNAUjquvVnc2xZQeL3elZZcrsEfaiI6LIjLGQd3LavP8yH7GGdWoEVxxRcgUsosNJ06oIo+lS42zIdMBlS1rnA0FYdEiuPlmpRVpErQWXLgzZAi0aweXX260JYYRYYvgjYnPc3DHYXat30fliypQp1lto81SPUFPPaV6gpo1M9iYIsLx40qK59pr4aqrjLEhPl7NzbEbFF0XlGnT4PffTZU61BFQEJFS4na5g9bJzoEDSk59zpwLH1sMqFqnMm3vaGkO5wPQqxfYbGqPThMYUjL2+oyuggvH9NusWWp8vJE/u/PQDigISCmZ/uVc7qr0MDdH9aZXtb78+sOfgV9o8mT1WEyr30xP2bKq5PUd3VkQMDIdkNFVcCaKIvLEtm1Kpssk1W+Z6BRcEJjx1TxGvfIj6RmK2CcOn+SLJ0Zhd9jp0LOQ4xayMnEiXHYZ1A2jEtriRosWRltQtEhOVo9GO6DKlY1bvyCYSP0gKzoCCjBSSsa+M+WM88nEmepi9JsTArfQnj3w7786+gkHPv0UnnzSaCuKBl6v2n8xMo0UHx9+KbiKFdXo7ZrmUrjQDijAeD1eEo8n+n3t2L4ATpzYskXJvXTvHrhzaoLDwYPw9ddn+0c0BadLFzX3qlEj42wIxxTcPfcovUiToR1QgImwRVCmsn8dsCp1KgVuoZtugmPHoLZJNtw1OXPffaonaHyRnkJSPEhNhbS08HJAhw6d3TszGdoBBYGHBvXGcd7YBUeUnUc+uCeHd+QTl0vN9LjAPHqP28OCnxbxbo9P+azfSP5bvSsw62vyR5Mmqkxe9wQVnp9/VorjLteFjw0GmVFsOKXgXnxRTT4NVjVuIdAOKAhc36cdL377GFXrVMLmiKBmg2q8Mel5WnUJkMT90KFKeidzQ9YPbpebFzu8zZC+X7Nw8j/MHfU7z7V9g9nfzA+MDZr8cf/9sGYNbNhgtCXhzapVMGXKBW++gsaxY+oxXCIgjwfmzoUOHUyplKKr4IJE+x5X075HACvesjJ7thqpm8tG7J/jl7Bz3R7SU1QxhM8ncaa5+OrZ0bTvcTUxcdHBsU3jn549YfFi00ighC3Hjqnow6if49Gj6rFSANPpweSff+DUKbjlFqMt8Yv+NIQbp0+rC9nNN+d62N+T/znjfLISYbOycfHWYFmnyYny5VXZfMOGRlsS3sTHQ4UKxq2f6YCMtCE/zJqlmqGvv95oS/yiHVC48dtvKqy+gAOKKRntN+KWUhIVGxkk4zQXZNs22L7daCvCl8wIyCgyHZBJ1KQvyOzZcM01qnTdhGgHFG7Mnq3Kr1u1yvWwLn2vxx7lyPZ8ZEwkDa82+cCxoorLpX5vAwcabUn4UrIk1Klj3PpHj0KJEhAVZZwN+WHsWFP/vek9oDBh94a9bFy8lYuqNqbegOZEXGATtsk1Dej9vzsZO2AyNrs61h5pY9Dc17EaKWVfnLHboVs3mDBBTU01sps/XJln8LzKo0fDIvqRUqpR7pddZrQpuaIdkMnxer18cM9Q/pmxEgBrhAVbpJ3B1+6nZoPqub63V//bufHBjmxYuJmYktE069AIa4R2PoZyzz0wahTMmKHESg1ASsnvYxcyZchMkhKSadn5cnq/0Y1yVcoYYk9YYXIH5EudDMmfg+8Y8hsftHgIy43mGL/tD52CMznzf/ibZbNW4UxzUSf1EOUSj5F4PJG37/g4TyrbpSuU5Jpurbni+qba+ZiBtm2henVDu9JHvjyWoU98w651e4nff4K53y7gsctf5nQOCh6m4fBhNXrk99+Ns8HEDsiXOhES3wPfMUjxId7bhfjlU2T6r0abliPaAZmcWV/PP1PN9jjreJ5VSAnxBxI4+N9hg63T5BuLRWly/fVXrn1cweJU/GlmfDnvnApJr8dLamIqvwybG3J78sWhQ7BwobFd/SZ1QFJKSP4MSFNPLExFuCTyegcyabCRpuWKdkAmx+1yA1BapnMJJ/kX1X8gLOB2uo00TVNQXnxRzXIyQFBz17q92By2bM+70t2s/XNTyO3JF5kqBEaVQLvdkJBgSgcEHvAlnPmf+D0FWcICV0aB96CBduWOdkAm59rebXFE2bkCVf65PMMBRcdGUbNh7ntAGpNSrhyUKmXI0mWrlsHj8mR73mIRVL7I5L0tmSoERpVhZ65vQgckhA0sGeoMPgl/pECHaLAJsJr3OqEdkMnp+sSN1GxYnZYR8ZzEwYHI8kTGOHjtp2ex6K768GXNGmjdGnbsCOmyNetX46KmtYiwn7sfaIu0ceez5poVkw2jIyCz9wDFPgciCo54wCqQ18YAkYgSLxhtWY7oK5jJcUQ5GLrkPa6KTeJovcu45+3ujN7+BU3b6476sKZ8eTXP6aefQr70e7P6c1mHxtgcETiiHZSuWJLXxz/HxU1rhdyWfBEXB1dcofpwjMDkDsgS3Q1KDIBqNZErL4K7GiJKfYKINKcKAoDISyWV2WjevLlcuXKl0WaEllOnIClJVVAVNaRUufXDh/1/HTmi8u9vvQU33GC0tYGjY0e1F7RtmyFCkYknkkg5nUrFWuV1NJ0XRo+GBx5QUevFFxttTc5IaSrhUSHEKillc3+v6T6gcKFUKcP2DQKKzweffw5//53dwZxPbKwafVy5skq/3Hgj9OsHH39s7ETMQNG7Nzz8MKxYAVdeGfLl48qWIK6sQdFEOBIOOnBHjqgo8euvTTd+2x/aAYUDzz2n5sn06WO0JYXD6VR3kOPHq3ES1aurx0wnc/5XVieTng5vvAGDB8Ovv6q70WuuMexbCQh33glPPKF6ggxwQGFHt27qb2bIEGPWP3pUSfCY+eZnzhxVrh4mmRLtgMzO6dMwbBi89JLRlhSOkyfh9ttV5DNoELzySv7SBJGRKvLp2lVNGG3fXjnm994LH12u8ylVCvr3h0suMdqS8GDVKog2cIzIsWNq/8dE6a1szJoF1aqpIYhhgE78mp0FC5T69Y03Gm1Jwdm7F9q0gaVLYdw4ddEt6Ie4TRtYtw4eeww+/VSlG1asCKy9oeTtt1VjqubCmEEJ26QFCIDKMMyfr1JvZnaSWdAOyOz8+quq+mnd2mhLCsaGDcr2gwfV99K7d+HPGRsLX36pzpeUpM7/5pv+95HCgRMnjJWXCQdSUiA1VTug3Fi4UKlrhMHeTybF0gFJKdny73+MfWcyPw+ZxYnDJ402KWf++kvtddiyd6+bnuXLlXaXELBkiRoLHEg6dVIOrndvePdd5Yi2bAnsGqHg1VdVejItzWhLzMv+/eqxWjXjbDh0CKpUMW79C1G5Mjz+eOA/Z0Gk2DkgKSUf3T+Ml64dwNh3JvPd6z9xX50nWTrDhGkcpxOqVlUX2nDj77/h2mvVPsfixcGbBFqqFPzwA0yZAnv2qGKNoUNVtV240L27unOdG1gtNillngRrwwKfD266ybiJsmlpKlI10gFeiEaNVGbAyH2yfFLsHNCyWatYPPVfnKlOpE/iSnfjTHMxqPfnpKdmH2FtKA4H/PEHPP200Zbkj7lz1Z5V9eqwaBHUrh38Ne+8EzZuVE7vmWeU0z5wIPjrBoL27VVqadKkgJzuVPxp3u3xKZ0je3GjvQcvXfs2h3YeCci5/bFq/jqea/cmd9foxzt3fcKeTfsDv0iDBqrCy6j5Ngcz9NTM6oAOHVJ7oeF040UxdEB/jFt4jhJwJharhXV/bjTAolzweo22IP9Mnqwq1erXV1FQ1aqhW7tSJZg5E0aOhGXLlDNKTQ3d+gUlIkI50JkzC6307PV6ebbNGyye+i8etxefV7L2z03cd8lTTPzol8DYm4U/flrEW7d/xMZFW4g/cILF05bzVKvX2LV+b2AXMjqSy7yZMasDGjdOlfIfCd6NRjAodg4ISy7VIWarHGnVSvWJhAujR0PPnuqD8OefxmwYCwGPPKIGvm3fDq+9FnobCkL37spZLl5cqNOsmLuWhCMn8XnPuxOW8MObE/lr4pJCnT8rPp+P4c+NxpnqOruMT+JMTefb1wI87+juu+G66wJ7zvxgdge0fLkaVW7mPSo/FDsH1One9kTGOLI9L6Xkso6NDLAoB06dUn0PZq66ycoXX6gm02uvVdVpJUsaa0/HjvDUU0p14c8/jbUlL1xzDezaVWipof1bD+JMc/l9ze3y8OPAnwt1/qycjk8kLSl74YSUsOXf/wK2DqBuJowsxMl0QKGM6PPD2rWmH7/tj2LngFrc2Ixr71EjDqw2K45oO45oB29MegF7pN1o886ydKn6JLdta7QlF+b999U+1W23qTRSTIzRFik++ADq1lWOMSnJaGtyx2oNyF5ZzYbVsfuZ95NJICs+Y0pG55g1KFu5dMDWAWD37tDsJebEgQOq4MWMKgiJibBzJzRrZrQl+abYOSAhBM8O78vQf97nwfd60W/w/fy0dzgtbmhmtGnnsnChuuNr2TLXw5JOJrPkl+Ws/n09Xo8Be0bffguvv65KoSdNUoUTZiE6WqUF9++HF8wrSX+GEydUOfbPBY9SrujUhPLVy+b4erkqZQJWGWePtHPD/e1xRJ174+aIdtD79TsDsgag1EBOnjTWAR08aN702/r16jEMHZBWwzYrV111tn8mB6Z/OZeRL40lwq4UlWz2CN6f+zqXXBEipd7ERBVhXHKJKjgwq6Jy//7w4Yeqiuqmm4y2Jme8XlU52KoVTJ1a4NMkJiTxZtcP2bRkW7bX7FE2Oj98HTc/ej3/rdpFhZrlaHJNA0QB9z/dLjdfPPktv49biDXCigDuHdCDbs8FsBkyM700ebLSgzOCFi3UIMEAl8oHhJQUVQF32WXGp779kJsatnZAZuWrr9QfUw7KAdtX7eT5dm+eswEMEFc2lomHviHCFgKZv9dfV+m35cvVB9SsOJ1KsichQZVqlyljtEU588wzSsk4Pr7Qc28+fuhL5o/+O1vEIywCmz0Ca4QaSle2ahkG//k2ZSoVPG2WmpTGyaOnKF+9XK4pwAKxfTt88okaZW6Ubl7lynDzzTBqlDHrhzG5OSCT3rJqePzxXGVr5nzzB+707NIzHreXNX9sCKZliv37lRbb3Xeb2/mASguOGaMu6mbvqereXTnMGTMKfar4vcf9ptsy+9/SktNJS07n8M4jfHjvsEKtFV0iiqp1Kgfe+YByOiNHGud8XC4lw2PWFNzXX6s94zBEOyAzsmmTmpOTC8mnUvD5/ESvElKT0oNkWBZef10VSbz/fvDXCgSXX67GOfz4Y6H2WIJO69bqQheAptTKF1fCYr3wR9zr8bF+4WZSTheuByloJCYa2xN3+LD6WzejA3K7VdT8yy9GW1IgtAMyI08/DZ0753pIm9uv9FtO7nF7aNq+QbAsU6xeDWPHwrPPQs2awV0rkLz6qkrF9eunlJXNiMWixky0apWnwzcu2cozbf7HLSXu4f56T/P7uIVnXrv96c7YHHlLxQohcPmJqE3B3XcbOy/JzD1A27apiDkMCxBAOyDz4XLBP/9ccNha2ztbUa9FnTNOSAiBI9rO/e/2pFT5IG5ESqkqysqVUxf0cMJmU7pxSUnQt29AuuvdLjd/TljC8OdHM/2reSSfCkAU8fzzefrZbl62nf43vMvmpdtIT3Fy8L/DfNZvJL8MmwNArYbVeXPyi5SpXApHtB2bI4JyVctgtVmznatSrfKUrliq8LYHg927jR2wZmYHtHategxTB6QH0pmN1auV8OEFHJA1wsqHv73BwinLWDh5KTGlYuj8yHU0aBXkPPmsWUqh+8svTVlxc0EaNlRD7F56SaXj7rmnwKdKPpXCU61f48TBBNKS03FEOxj9vwl8uvAdajeqUTg7nU5YsybXSOj718dnK0JxpjoZ/eZEbul3A9YIK1fedBnj93/N0b3xRJeIQkrJEy36k3giifQUJzaHjQiblZd/eLJw9gYLKZXIbCEbdAuFmXXg1q5VwxrDdKihdkBmY2FGCiUPDajWCCsdel5Nh55XB9moDNxudeGuV0/J3YQrzz2ncuZPPqmEQAt4YRnz9iSO7j6G2+UB1MXfmerko/uGMXzVR4Wz8e23VeXXsWNQ2n91Wk56a26nh9PHE89UtVksFirXPquoMWrjp/w+bhEbF2+hat3KdH7kOspVMWll4LFjSqLI6CbUmBhz3nBt3gyNGys9wTBEp+DMxsKFcOmlUKGC0ZZkZ+RIlXP++OPwnE+UidWqGlTdbnj44QKn4v6atPSM88nKnk37SUwopPLCnXeqSbi5bC5Xqu3/b8RiEcSWzrljPyo2ilv6deLVcc9w71vdzet8QKXfwHgHVK2a+bQiQSmPzJpltBUFRjsgszFsmFIXMBunT6u78vbtw2riYo7UqaMc6a+/wjffFOgU1ogcPj5SYs1D9VmuXHEFXHRRrtVw9w3ogSM6uwpBsw6NePLK/nSv/DADew3h4I7cKypNTaVKathg06bG2ZDpgMyI1WrOm9U8oh1QEEk6mczhXUfx5qeEtFYtpYJgNj75BI4fh8GDzXknWBD69VMKy88/D3vzPz7ghvvaY488NxK0WC1c2uoSYkoWUg9PCNUT9PvvSqLHD1fedBnPj3qMslVKY42wElUiknrNL2b1HxvYvWEfJ4+eZuHkf3iiRX+O7o0vnD1GUasW/O9/xhYh7N9vThHSxYvV3/DRo0ZbUmC0AwoCqUlpvH3nx/So8giPNnmB7pUeYcGEPMjsL14Mw4erSjgzcfq0Uru+807VT1NUsFjOdrb365fvVFyv1+44U4loc9iIKhFFmcqleHXsU4Gxr3t3lYbLJcXSsWcbxu//mp+Pf8ePe0ewbcUOXFnUsH0+SXqqkwkfTguMTaFm82Z142MULpcqQjAyBZgTCxaotLhZxH8LQHjuXJmc93oOYe2CDbidHtx4SE918unDI6hQvRyNrr405zeOH6/6a/r2DZ2xeeGrr5QTev11oy0JPDVrqmbaZ57Jd1WcI8rB4L8GsGnJVv5bvZuKNctzZefLAieD1KyZ0vi64opcDxNCEBMXzbaVO1WJ9XkTErxuLxsWbgmMTefhcXvYs2k/MXHRVL4oCKNDevRQUdDMmYE/d17Yu1fdmFx0kTHr58bq1ar6zYwK3XlEO6AAE3/gBOv+3Ijbee7mtDPVyaSPptNoei4OaNUqFWGYSdQzNRWGDFEinmE4byRPPPGEcv7PPqvKffMxSE8IQaM29WnUpn7g7RICmvuV0PJLuaplsv3dZZ6mSp1K2Z73uD0kHD5JXLk4IqPzr2L+9+R/GNJ3BD6vxOvxUrNBNQZMe5ny1XJW484XLhds3Qq33BKY8xWEXbvUo1kdUJs2RltRKEx0pSsaJBw+eUad+nyO7Mml+97jgXXrLni3G3JGjVIaauEyWbQgWK2qECEhQQ2wMxNSquhs0KALHlq2cmma39A0276UPcpOz1duO+e5X4bNoVuFh3iwwXPcWf5Bhj39bb7Geexav5eP7x9GyqlU0pLScKW52Ll2D690eidg4x7YulV9Lpo0Ccz5CoJZHdDx42pvKsxT4toBBZjql1bF687+QY6wWWnarmHOb9yyBdLTzeWAXC5VKXbNNaa705JSItPm4DtxJ774jvhOv430FmIztlEjNVDvq6+UvL1ZEEKlgT7/PE97g6/++AxX394Sm8OGPcpO6YoleXn0kzRoXe/MMX9NXMKo/j+RcjoVZ6oTV5qLed8t4JtXxubZrF+Gzc1Wgu7z+og/kMD2lTvz/v3lRuacm8aNA3O+grBrl2r0rJQ9gjSUQ4eUU9QOSJOV6BJR9HrtjnN02ixWC5GxkXR/uWvOb9y6VT2a6Q9qzBhVgmrCvR+ZPBSZ+Cq4N4D3AKRNQh7vivT6rxjLEy+8oAafjR4dMDsDQt++qtJp+vQLHhoVE8lrPz7Dz/HfMnrbUCYcHMk13Vqfc8y4937Gmeo85zlnqotZX8/H7cqbHtyxfcfxeX3ZnrdYBAlHTuXpHBdkwwbVb2Zkl/+uXWoPykxpcVBR4c6davR8GGOyn2rRoPfrd/Lit49T94qLKF+tLNf1uYbhqz7KPTd+113q4mcWSQ2PR420vuIKuP56o605B+lLhJRRILPutntAJiNTRxf8xFddpaRvPv3UWPXl8+nUSV0ER4zI81uiYqMoX60sFj8XzhMHE/y+x+eVpCam+X3tfK686bJsPUgAbpeHS6+sk2c7c+XBB2HCBGObnnftMl/6rQgREAckhLhRCLFNCLFDCNHfz+vthRCnhRBrM77ezOt7w5V23a/iqxUf8tO+Ebz03RNUqpWHZrFSpcxzpzV5srrDev118/X9eLaB8HdRcoHzn4KfVwg19GzXLnPJ21ut8Oijqux2W/Ypp/nlkub+L6gxJaMpUSZvFVU3PtiRMpVKY8sy/ycyxsGdz9wcOFHTevXgjjsCc66CIKV5HVC7dmrKb5hT6KudEMIKfAncBDQAegkh/M0DWCSlbJbx9U4+31u08Xjg9tth3jyjLVH4fKo0uUED6JpL2tAoLBVB+ksVCbAWsmHwttvUBefjjwOilh0wHnxQOSFH/qvVzuehQb1xRDvOua9wRNvpO/hevxGTP6JLRPHVyg/p2f82ajeuQeO29Xl59JM8+P7dhbYPgH37VEvC6dOBOV9BOHlSzSIymwM6fVpJdpkpSi8ggbjdvhLYIaXcJaV0AROAvF61CvPeosPWreqOO94k3eqzZqnR1a++ap6ILAsiogbYGgPnR0EORMyDhTu51aqUEf7911xTJitWVJMva9Uq9KkuueJiPlv0Li1uupzSlUpRv2Vd3pryItf1zl2B/XxiS8Vw71vdGbluMJ/+/Q5t72yFCFS0PHMm3Huvqkw0CrNWwGWOYDDTfnEBCUQfUFVgf5b/HwBa+jmutRBiHXAIeFFKuSkf70UI8SjwKECNGoWUujcbq1apRzNUwEkJAweqzu+ePY22JkdE6a+Qp54H13IQEYAd4t5G2AOgGXb//fDmm0p+6OoQKY3nBSmVY/R6C21XnctqM3CWiec5/fUX1KgREIdbYMzqgFavVo9FoC8vEA7I3y3P+bmL1UBNKWWyEKIz8AtQN4/vVU9KORIYCdC8eXMT5UYCwKpVSk6jXr0LHxts/vgDli9XG94mlngXllKIMt8hfQngOw3W6ggRIHtjYuDxx5Uj3r7dPIUhoKKCChWUbFNRRUrlgDp3Nnb/MdMBmU2GZ/VqpU1XMQjKEyEmEPmVA0BWpcBqqCjnDFLKRCllcsa/5wA2IUS5vLy3WLBqlZJdsWafVBly3n8fqlRRUUAYICxlEBG1A+d8MnnySVV9NWRIYM9bGIRQJdlLlqgS5aJKpv5bu3bG2rFrl1LFMJvUTcOGhRqkaCYC4YBWAHWFELWFEHagJzAj6wFCiEoiIzkshLgyY90TeXlvsaBEiQtOQA0JO3bAn3/C008HZLM7rKlYEfr0UT1BZtmbA7jvPvW7+fproy0JHitWqMf27Q01w7QVcP37qxaJIkChHZCU0gM8CfwKbAEmSSk3CSH6CSH6ZRzWDdiYsQc0FOgpFX7fW1ibwo5581TkYTQTJqjHuwNUyRQgpPcIvqSh+E69iEydhJR561UpNM8/r9Qphg8PzXp5oVw51TM2ZgwkJxttTXC4/34lM2N06mv3bvM5oLQ0VTVbRBAB020KIc2bN5crV6402oyihZRKjqZs2bNjwU2AdK1CnnwQpBdwAVFgLYco+zPCUir4BnTpovbE9u6FqKjgr5cXlixRAp1z5qjGWU3g8XiUBE///vDee0Zbc5Yvv1S9anv3hs0gOiHEKimlX1Vd89XYFjf691epBqNvBDZsULn3Xr2MtSMLUkrk6ZcyFA8yddDSwHsEmZx3VYBC8eKLKgU3Nu86aUHnqqvUjJqi6Hy2bVMR3pbgjI/IM/v3q2pDs0VAq1erlH0+FNvNjHZAQcTj9vDLsLn0u/wlHm36ApM+mYHLeV4D5dKl4HYbrzYwfrwqgujWzVg7suI7DF5/w8jckB6ipt127VR5/ODBqkHXDAihojGfD5KSjLYmsPzxB0yZYvwepJlLsC+7zPjrRYDQDihISCl5s+tHjOo/jp1r97B7wz7GvDWRl697B1/mhUxK1VRmdD2/lOpDf9115rqzEpFADhd9ERkiG4QSKd2+XaW8zILPpxzj888bbUlg+fVX1f9j9P7Pjh3q0UwOKD0dNm0qEg2omWgHFCS2LNvOhkWbcaaeldB3prnYtW4Pq+ZnyMzv26fuYI2cdwIq7bFjR0hkd6RnB76Tz+I71hFfwn1I5785HissZTIUD84vT4+E6BCmCrt1U6XpX3wRujUvhMWiLkTjxyu5mKJAYqJyQHfcYfwd/pYtEB0N1aoZa0dW1q1T2ZIrrzTakoChHVAhORV/mnnfLWDOqD9IOHLyzPOblmzLNi8FIC05nY2LMvLbmb0cjRqFwtScyRx33KVLUJeR7m3IE93AOQ98B8D1D/LkI/jS5ub4HlFqCFirgIgBEQ1EgqM9IjqEfRA2G/TrB7/9FhAx0IDRt6+aXfTjj0ZbEhhmzgSnU+0BGc2WLXDppeaSoqpUSRVEXHWV0ZYEDBP9dMOP339cSO+aj/HlM98x/Nnv6XPRE8waOR+A0pVKYXdkV2x2RNspW6WM+k/p0tC9u2osM5JZs6BpU6he/cLHFgKZ9ElGQUHWtFo6JL2HlP5TbcJaCVFuPqLUV4i4txDlpmIpPRSlYxtCHn0U7HZVhWQWWrRQ6duvvza+iCUQRESoNLAZiiu2bIH6QRizXhhq1lTq9EVAASET7YAKyInDJxnyyNe40t2kpzhJT3XiSncz/NnvObzrKG3uaInVlv0iabVaad8z4w7m6qth4kQoWTLE1mchIeFsWW+wca/Fr9KS7zTIUzm+TQgLwtEaEXU7IiJAs2byS8WK6mZh9GjzbPxnKiOsW6dKxcOdHj1g/nzjo47kZFUFZzYH9NdfSqG7CKEdUAFZPPVfv0p2Pq+Pvyf/Q2S0g8F/DqBKnUo4ou1ExjioUKMcH/z2BnFlSqiDjZSaz2TePFVuGuT0GwCWcjm8IECYTO7EH08+qZzPDz8YbclZ7r5bFZCE+8b0wYNqk90MZE4nNpMDSkiADh2KnAKGedUmTY7X7UX6Kcv1+eSZscYXNanJ6G1DObjjCD6vj+r1qpyVq/d4VCNZ//4wYEAoTT+XmTOVHS1aBH+tmL6Q9NZ5k0wjIeoOlBKTyWnZUv2chg1TYqVG36mD6gm5806jrSg8jz+uCmE2mUAIJbMHyUwOKFOeqAgVIICOgApMq1uu8Dv7xGaP4OquZ/9IhBBUq1uZGpdWPff4HTvA5YKLLw6Fuf5xu1UEdPPNIbmYiqiuEPM4iKiMggI7RHZGxL0W9LUDxlNPqUKE33832pKzeDzqJmbcOKMtKRiZ1W+dOhltiWLLFrUfVcegdK8/li9XKVczjGwJINoBFZAqF1fi7tfvxBFlx2K1ICwCR7Sdrk/eyEVNal74BBs3qsfGjYNraG4sWQKnToVm/wfljC2xfREV/lVSOhWWYin1QXhEP5l0764iRjOVZEdEwOzZSqAyHIsRMqvfunc32hLFli3K+dj8jX03iOXLVVVeHveLpTce6T0aZKMKj07BFYLer99Jqy5X8OeEJUifj2vuuop6zfMY0WzcqKKOSy8NrpG5MWuWquy6/vqQLitEJEQYGPkVBodDVcQNHGguteS+feHhh9VNRZs2RluTPyZNUv02Lf3Oogw9W7aocfRmQUrlgDp3vvChnt3IU8+BZwcgkNbqiFKfImwGXmdyQYuRnsf2VTv55Yu5nDiUQKsuV3Djgx2Jig2CCOUdd6h8t5F9JfXqqY7zeSGStckn0rMD0v9QE08dNyAiTNIUePCgmtT59NNKoscMpKSoZtlbbzWXbt2FSExUEeVjj5lj9pLLpRpQX3lF3WSYASlh/XoVkeXiGKV0Io+1A3mSc6pNRRyi/F8IizGFPrmJkeoIKAu/jfmLoY9/gyvdjfRJNi3dxvQvf+XLFR8QExcd2MX69DG2Cm77dvX19NPG2ZALvuQvIHkk4AEskPQZssTrWGJMMCa8alV1A/Hdd/DOO2qCqtHExKghZd9+C599plTNw4ESJZT6ulns3bFDVYWaqQBBCNWndyHS5wNOsrc6uCF9FkSb4LNzHnoPKANnmpMvnvwWZ6oL6VO/QGeqi/j9x5n51a+BX/D2242dOjprlnoMRfl1PvGlTofkYagPkxdwq38nDTRPXvupp9T+mZk2/vv2hZtuMkd5f14RQlV2GVmMkxUzVsD98ovqF7wQviMgndmfl2lIrzkHTWsHlMHOtXuwWLJXtbnS3SyamrNeWYE4fFg1Dxo5WGrWLFUAUTMPBRMhRHoOQGJ//DasIsC5INQm+efqq9UY9a++Ms/Gf5MmMG2aefalLkRiopI4yuy7MQOZDsjIvdnz+fRT+PzzCx9nawL+CnpENMLWLOBmBQLtgDKIKRWD1+NfDiaubInALjZhgrp4nTgR2PPmlVOnYNEiU0Y/MvVHclTARuK3+9cIhIBHHlG5+XXrjLbmXHbuVOlVszNjhmqsTEgw2pKzbNmi1LjNkFYFdZO6alXe+n9sLSCiIZBVKd4B1lrgaBckAwuHdkAZ1KxfjcoXVcgWBUXGOLjtqZsCu9iaNVC5snGaTr/+qv6wQ1R+nS88O/Ef/QB4wdExlNbkTo8eamN4zBijLTmLy6Wisz591F6GmZk8WVW/mUH7LROzacBt2gSpqXlyQEIIRJnvILYfWGuApRrEPIQo82PotRPziHZAWXhv5qtUqVOJyNhIouOisUfa6PFyV1p2DrDMidEzgGbOhHLlzNlVbb+Cc+/gshDzNMJqojHEZcsqJ/7jj6qp1wzY7Spls3y5Sg+aldOnVfVlt27mUJQANWNp61ZzOaBMjb88lqgL4cAS+ziW8r9jqbAAS4lnERaTRHN+0FVwWahYszzfbfmc7St3cio+kfot6wY+/ZaerkZfGxV9eDwwd65a32q+uyIR3QOZ8j1IF2dTcRHgaIulRD8jTfPPvffC1KlqVMPNNxttjaJXLxWVvfYa3HZb0FXOC8TMmSpaM8PohUz27YO0NHM5oK1boUyZ8NnXyycmufUwD0II6rWoQ8vOlwfe+YAKqb1e4yKgf/5ROXczpt8AYSmFKDcNIruAKAmWyhD7DKKUicYgZOWmm1QkZCaBUiFg+HD1d/bkk+YpkshKSooSUDVb+g3MVYAweLAqDTd6QF+Q0BFQDqSnOpn08XTmj/kbIQSd7mvHXS/eiiOqkLPq69ZVqQejNJ1+/12lPEKsfpAfhLUyotQnRpuRN+x2FXF8841KKxk5WiMrtWurRsqDB5UjijDZR71vX/VlJjIHRBo9n+s8ZNRKZPxg8O4HazVEiRcQkSbRzSskWgnBDz6fj6dbv8buDftwpavcvj3KRt3LLmLIonf9ipCGDR06qHknmeq6msKzbBm0bq0aUx94wGhrzM+uXUpJwix7P5n07KkyBHv3Gm2JYtEi5Of/Q752DKpkLSiJhJIfYokKcHFUkMhNCcFkfwHBJeV0Cr8Mm8unj4xg+lfzSElM9Xvcyl/XsW/LwTPOB8CV5mbX+r2sWbCxcEZMmaJKoI3A6VQXy7ZtjVm/qNKypWqkNFNTalb+/hteftloKxQulxop/dhjRluSnTVrzDVX6fffYdpCiDu/wCUdkj82xKRAU2wc0OFdR7mv7lOM6v8jc7/9g29eHsf9dZ/i6N74bMduW76DtOTsw7GcaS62Ld9ROENefFHl541g5UpVBHHNNcasX1QRAnr3hj//VCkvs7FoEXz8seqoN5opU+DoUSVlZCaSklTvlJHVqeezeDE0cECsn8u09yDhmL06n2LjgL54YhRJCck4U5VUhTPVSWJCMsOe/i7bseWrlyUyJvtejyPKTvnqhdCsSk5W4b1ROebMyCvc1JLDgd691Wb/hAlGW5KdV15Rjc+PPWZ80+ewYWof1Gx7kJnNxGaJgNxu+PdfuLKM/9ctFcN7KyCDYuGApJSs+n09Pt+5dww+r4+V89ZmO/6au1oTYY84p/BECLA5bLS5oxCS8ZlVNkZJvS9cqJxfuZxGY5sPKSXSvQGZvgDpPWa0OTlzySXQvLnqCTIbNht8/z0cPw7PP2+cHatWqT2WJ54w3/7PmjXq0SwR0Lp1kJKCbNcTOF+NPwpin8nxrdL9H76ER/AdvRxffEd8KT+ZNloy2V9B8LBG+O95ibBnfz66RBSf/v0ONRvWwBZpw+awUbtxTT5d+A6R0YWogsscN2xEBOT1qpA+jPZ/pPcY8kQXZEIf5OkXkfEd8SUONO2Hid691YVs82ajLclOs2Zq/PsPPxi3BzlmjJK4MVKENydWr1ZjIapUMdoSRXIyXHYZlo7PQ9zrYCkHCPUY9xqWaP9j2KVnHzKhO7gWgkwG7wFI/hCZZM49I5PVZgYHIQTte1zFXxOW4HadFQCNsEfQoZf/dFTtRjX4Zv1gjh9KQAhB2cqlC2/I5s2qbNeIprJ161SeO4z2f+Spp8GzC6WInUHqJLA1hqhbDbMrR3r2hBdeUFGQWWbJZOV//1Pl2VddZcz6n3yinI9ZStWzsmaNin7MktZq3145RcBCd2TUXShVeFuuqTeZ8jXIdM6Rs5JpkDoWGdsPYYkLptX5pthEQI9/9gA1GlQjKjYSR7SDyBgHtRvXoO8n9+b6vnJVygTG+QC8956KgozoyVi4UD2GSQQkvUfAvZFznA8AachUEzV9ZqVSJbjuOvjpJ3M2fzoc8OCDSgEjOTl066amqvSzzWaeFFdWnE71uTTL/o+U2ZTyhRAIYb/wvo9rLdk/M4CwgXdPoCwMGMXGAcWWimH4qo8YOPs1Hvv0PgbNfZ0vlwdh0Fxu2O1q1rwRLFqkIq9qJpkqeiFkipqE6g9fYmhtyQ+9e8OePbB0qdGW5MyqVaoPZ0EIRlskJyuJonbt1PgFM7Jxo7rgm8U5HjgApUqp0Rr5JeIi/CrGSzdYTJJezEKxcUCg7iIat63PzY9eT6M29UNbRZKSAs88oz78oUZKFQGFUfoNay3A336bDSJNVkGVldtvh6gocxYjZNKggdIXe/hh9XcZLBITlVTRwoVqSmucudI/Z8hIdZkmAtqwQf1eypfP91tFbF+yf24c4OiIsJqv+KhYOSBD2boVhg41pst661ZVARUm6TcAIayIkoNQytiZf6aRYCmHiHnEQMsuQIkS0LUrTJqkmi7NSFSUGt29e7cSLA0Gp07BDTeoqrcJE+Duu4OzTiBYs0Y5x9q1jbZEkSkJ1KhRvt8qbI0QpYeBpSpqi98BUbchSn0UUBMDhXZAoSKzAs6IEuzM/Z9wioAAEdkRUfZniOoB9rYQ+yyi3GyEJUB7csGid281bPDXIIxyDxRt2yqh0i++UNWRgWbgQBXtT55sLsVrf6xerdJvZikN37BBpcpLlSrQ24XjGkT5BYgKyxAVV2Ep+S5CFFLDMkiY5CdeDNi8WW3CGrEHtHChGoB38cWhX7uQCFtdLCUHYCnzLZbYBxGWWKNNujA33KAUss2chgMYNEiNZJ85E4CNS7by1u0f0feyFxn+/GiOHypE0+q77ypliNtvD5CxQcLjUVNtzbL/A2pPqnHjQp1CCIGwxCH8jeg2EcWiDNsUbN4M9eqFvgIu6/6PWUpMizo2G3TvDqNHq9L3EkEY6xEIYmOVPFPZsiz4aSGfPjICZ5rSHdu35QDzx/7N12s+oXy1PKp/HDumGl2/+AJKl1aTWc3Otm1qBpBZ9n9ADemrUcNoK0JCsY6Akk+l8OeEJSwYv5ikk0EuSz1+3JgG1L17VVVNGO3/FAnuuUdd2ApSyRRKypbF6/Hyx2MfMCJ1JnfJbZSS6XhcXlJPpzL2ncl5O8/hw6p3ZerUs4of4YDZFBBA9Wvdm3t7SFGh2EZAf0/+h4/vH4YlQvlgr9vH86P6ce3dQbpQL11qzNhmE+//SN8pZOpEcK+HiEsQ0T0R1opGmxUYWrdWm9o//mj6i8nhXUfxuL2cxMGjbOABNrJEVmWOuzZrflvn9z3HDyVw/MAJql9alZjEBOjYEQ4dUrOujGp0LQirV0NkpHmG0J04obIkZmzWDQLF0gElHDnJR/cPw5V2bpXSp4+MoMk1DfKecsgvNltwzpsbCxeqdIjZhmx5DiBP3Km6tEkH59/I1NFQ5keEzSCtvEAihKr8GjQIjhxRTaompUSZWDbIMjwvOlBDJtKZXVzPXpoSz9sVMiaWulxgt5OWks6guz9n1fx1RNgjKJ2eyNDofyjhTUf89lt4OR9QDqhJE/MM7PvsM/jgA1WGbTf3/k0gKJYpuIVTlvntVJc+H5M+ns6B/w4HdsFZs1Re98SJwJ43LyxcqNJvZqnwyUAmfQDyNJA59sIFMgV5+g0jzQosvXuDz2dOhewslCwXx+XXNcFmj2CfiGOEaEZPuvB2VEe6vXKH+h4aN4Y772Rm56dY+9saXOluUhPTcDndxJ92s/y5D8PP+fh8ygE19zsrzRg2bFBq4cXA+UAxdUCuNBc+ry/b826nh9kj59Ov2Ys8cWV/Thw+GZgFly9Xs1hCvRl98iT89x+0ahXadfOCazGQ/XeAZxNSOkNuTlCoX1/tLYwfb7QlF+TVcU/T+JoG2CNtRMdFYYmOouX/HqLtna3UXtYttyAXLab7wlH8kP4Lz8uVWKWPeBFNP19HRk3dbvS3kH82bFBFIq1bG23JWdauhaZNjbYiZBRLB9Ty5sux5KCO7XZ6cKa52Ll2N2/c+kFgFtyxQ5W7hvquJrPD20x3eGfIqS/BmvFVROjVS92A7NxptCW5ElMyhg9/e4Pvt37OoHn/Y9KRUdz9WobickwMfPIJJ5avY4D9GjZRluvZSxd2qdeF4NQxk8rs5EamKrhZ9kdPnFBFQ2YqiAgyxdIB1WxQnduevBFHtCNHOR6vx8e+LQfYvy0AEy7/+8+Y/p+VK9WjmUpMM4nuTnYnZIPIGxA5acCFIz16qMcwiIIAKtQoT4NWlxBd4vwZNFCmRgU2lb2EAeIqbuU2pqP6yiwWQdP25tpjzBMLF6pyZ7OUPK9dqx7N+HkNEsXSAQE88mEfPvztDbo81omS5f1rVFltEZyOL+SdnZTGOaB169SHq2yQiioKgYh9CuytgEgQMSCiwNYAETfAaNMCS40aagLt+PHmVMg+jxW/ruXFjm9zf72n+Kzf1xzbd3ZkvcVi4alhD+OItuOxWEEIrDYrUSWieOC9nsYZXRCkVBGQmdoTLr0Uhg83acYiOBShW8380/CqejS8qh6lK5Rk/AfTcKefWybtdXm4uFmtwi2SlqY2FZs0Kdx5CsKGDcasmweEsCPKfIP07AD3NoioibDloH31778we7YSczWhM70gd98Njz9u6t8HwKyR8xnx/A9nxtYf2R3P35P/4es1H1OhhhLGbHtHS8pVfZuJH07j4I4jNLmmAT1e7nrm9bBhxw5VnWiW9BtA1arQr5/RVgAgXWuRKd+C9xA4rkJE34+wBv6zV2wjoKzc9tRNlCofh81xtkw6MsbBg+/3Iio2eyoiX0RHw4oV0LdvIa3MJ06nEiE18QUPQETUQUTdnN35+HzqC2D+fCXtcuWVSqYk3OjWTc3gMXEazuV0881LY884HwCvx0taUho/Dpx6zrH1W9bl7akv8836T3lq2MPh53zg7P6PCSIg6UtCps9HTh2E3Gf8XqEvbSYy4V5w/gaeDZDyPfL4zUjvsYCvpR0QUKJ0LCPWfEzP/rdR9/KLuLLz5QyY9jJ3PNPFaNMKztatSueqkJpSIcfphO++U31LU6ao5559Vs2uSU1VFUszZhhqYr4pXx6uv97UabhDO44gyW6b1+Nj7YINBlgUZBYuhHLlDG9A9aVORR67GnnoRej2GnJYW6RrpWH2SOmGxAGo9ojMvwcXyERk8oiAr6cdUAZxZUpw71vd+Wrlhwyc9SqXXxegyOGTT9RF0+en5DiYrF+vHk0eAZ3h9Gn46COlHvDQQ6o7PVMNODYWOnRQRRWXXgq33aYqy8KJXr1UhdM//xhtiV9Klo/D4/IzSRMoF6zGbCPJ3P8xUB9RenZB4ltAOmxMQEigEciTjyB9qcYY5d0HePy84AHXwoAvpx1QsFm7VulkhboRdP16VfZ9ySWhXbegdOoEr7yixlX89psqIe/U6dxjqlZVd64jR0KLFsbYWVBuu005VZOm4UpXKEnzG5pic5y7LeyIdtDj5duMMSpYHDwIu3YZvv8j06ZxZnz2xozUZ+NI9ej8ywiTQJQE6c8BAZYyAV9OO6Bgs2OHMRVw69erNJZZJEbOZ+tWNY8mcyLnoEEqwvn9d5WuyunONCpKTfIUQp2jY0fYvz90dheUuDjo0kUNqvPk8AE3mP5jn+aKTs2wOWxElYgiKjaSRz+6hytvKmJ9KWbZ//ElkhltiA1OZFkrVLKC9IEMsjhyDghrObC3AM6XDYtCxDwU8PW0Awo2O3aoKrhQY+aKqyeeUJHOt9+eTaV17AhXXJG/8xw4oJxWixZK7NXs9OqlRhYsWGC0JX6JLhHFu9Nf4ce9w/l8yXtMOfYttz5+o9FmBZ6FC5UqicGKAyLyWhDR6j8bndDIkXHj5QNHm6CtK2Ua0peAzGE/UpQaAramgANErHqMfRQReUPAbdEOKJicPKm6m0MdAcXHq7RfEB2QlBLp/BeZMgbp/Bsp/e8fZOOvv+Crr+DBB2HfPrW3U1Cuu06VaJcooc7z3XcFP1co6NxZqRybfFBd6Qolqd2oBvbIIqpHtmiR0q0zOjtgbwP21kA08vvKyAHlVT9czMMIa5WALyd9yfhOPYs82gJ57BpkfEekc0m244SlFJayP6npw6W/RlRYiiX2iYDbA8W8DyjopKaqiZCh7mzOnCkfJAckfcmqTNO7S+WLhQ0s5aHM+Nx7BaSEV19VezlffKHSaYWlfn3lhHr0UMUL0dHQ06RNkZGRqiR74kTlhGNijLao+HHihCrl79XLaEsQwgKlvgTn70jHLBBRiOhuCHtw9jflqSfBtRLImALgO4g8+TiUnYKwZc/SiIgaQHBVInQEFEyqVlUDugpzl18QglwBJ5M+Bc92kKlkqljjPYBM/F/ub0xOVqPB33orMM4nkzJlYO5cGDLE/COg+/RRP4fp0422pHiyJOOO3+j9nwyEsCD+dWAZXRtL1DvBcz6efeBazRnncwYnMvXboKyZF7QDCibePKalAs369VCxIlSoEJzzp88g+x+yR830yamCBlSqbOpUVUQQaCIiVL+Qw6FSn507m3MyZ9u2Sp5n3DijLSmeLFyo/kbMVEU5cSK8/XZw54V5D6hMRTZ84NkdvHUvQEAckBDiRiHENiHEDiFEfz+v9xZCrM/4WiqEaJrltT1CiA1CiLVCCOM6sILBAw8Y84e+fn2QG1Bzcqw+/I5YAPj7b9i2Tf072L0X+/bBqlXQtasxU2hzw2JRc4J++w2OHjXamuLHokVKUSMy0mhLzrJmjVLADmarRkQ98DvmxJZR9WYMhf6OhRBW4EvgJqAB0EsIcf5Iy91AOyllE+BdYOR5r3eQUjaTUhYtFb4dO0I/A8jrhU2bglsB57iW7NuHFrA1Rwg/G9cuF9x/f+hGUzdtCt98o0RgzViYcM896vdk8kF1RY7kZHVjYib9N69XiQYHeQSDsJaFqLuArKlvS8a+k3Ej4wPhcq8Edkgpd0kpXcAEoGvWA6SUS6WUmdPdlgHVArCu+TGiB2jHDkhPD6oDEiX6q6KDzBJSokCURJQc6P8NI0fCnj1Kzy1U3HILXH01DBigikHMRIMGqjBFp+FCy7Jl6oJvkv0fQGUF0tJCUqgk4t6AEi+DtQaI0hB5E6LsNIQ1SKn6PBAIB1QVyNoJeCDjuZx4CJib5f8S+E0IsUoI8WhObxJCPCqEWCmEWBkfH5/TYebh9GlVDn3xxaFdN7MCLogpOGEthyj/KyLuLYi+FxH3KqL8H4iImtkPdrlg4EBo3141mIYKIeCDD1Q5+tdfh27dvHLPPaqHyYz7VEWVv/5SaS4zTUDdsUMJ1YZgCJ0QFiwxvbGU/x1LxX+xlBqCiKge9HVzIxAOyF9C32+HkxCiA8oBvZLl6aullJejUnhPCCH8xsdSypFSyuZSyubly4eB+u6ePerxootCu27mPku9ekFdRohIRNTtWOL+h4juibDE+j9w2jQle//KKwHd+5Hu7cj0X9U4h5xo0wYmTw69Enle6NlTXQx1FBQ65s5V/T9x/ud/GcKtt8KpUyoqLoYEwgEdALK60WrAofMPEkI0AUYBXaWUJzKfl1Ieyng8BkxDpfTCn9hYePrp0Hdb//cfVKlinh6Tw4dVNHa+rlsBkb5UfAn3Ik90Q55+FXn8DnwJDyH9brCi+m6io/2/ZiSVK6uIcNy40AvVFkcOH1b6gp07G21JdmJjQ68VaRIC8V2vAOoKIWoLtQPdEzhHL18IUQOYCvSRUm7P8nyMEKJE5r+BTkAYDnzxw8UXw+efh14M1Cjpn5x49lklyBqgD5hM+iCjnyE9Qy8rHVzLkUmf5Pym+fNV2iXZGH2tHOnTR1XsZWqTaYLH3Iys/803G2tHVpKSlJrHH38YbYlhFPqqIFXjx5PAr8AWYJKUcpMQop8QInO835tAWeCr88qtKwKLhRDrgOXAbCnlvMLaZApOnFCzbULNf/+ZxwHt36/UDwLlfKSEtGn4a6Yj7eec3xgTozaghw8PiB0B47bblG06DRd85sxRjeFmmo+1fLlyPiYVpw0FAbkySCnnSCkvkVJeLKUcmPHcCCnliIx/PyylLJ1Ran2m3Dqjcq5pxlfDzPcWCR59NPQSPImJSuzSCPXt80lNVZV4/bO1hRUCSXbnk/lSes5vu+oqlQL86KOz6ttmICYG7rxT7VOl52K/pnC43arvqnNnQ+f/ZCNTQLdlS2PtMJDimXgMBXv2QE0/VWHB5L//1KMZIqCJE9XmagBTHkJYwOZPMVuAvVXub37rLTh+XGmwmYk+fVTF5MyZRltSdFm8WKW7zJR+A+WAGjY8O3ixGKIdULDYswdq1QrtmmZyQCNGqMqeAPdciLi3MyTiMxte7SBKIOIuoEOXJQqSyceRrhVI95YcJelDRocOqmhk7Fhj7SjKzJmjZG6uvdZoS87i86m08FVXGW2JoWg17GCQlAQJCcY5oFD3Hp3P6tUqvz10aMBTHsJ2CZSbh0z9CTxbIKIRIrqXGqR1Id5/H9/W8ZDUESwRgBcslaD0NxnKvwZgtSppniFDVN9YOLQYhBtz5kC7dqrazCycOqVkujp2NNoSQ9ERUDDYu1c9GpGCq1bN+LLj779XNvTpE5TTC2sFLCWexVL6aywlnsqb8wFkEwdc+xuIjAo6mQbevciT9xsbCfXpozaiJ040zoaiyp49sHmz+dJvZcqofSmzjg4JEcXWAR3bF8+87xbw9+R/SE8NcLVa2bLwySdK9DCUmKUC7qOP1IfLZLltmToOfE749ASMOZ3xrA98J8G9zjjDGjdW/WI6DRd45sxRj2br/zGbSK5BFMsU3Oi3JjD54xlYrBaERSCEYODs12h09aWBWaByZXjhhcCcKz/895+qqjKaqCilw2Y2vMfBIhH/psNmJ7JbCYi2AEI5ISPp0wdefFEpWQRZxaJYMWeOSkmb4cYsK5ddptJvQ4cabYmhFLsIaP3CzUwZPAtXupv0FCdpSemkJqbxxi0f4HYF6K5k586zUjyhInP8t5EfNClVb4tZVZ4dHYAo5AtlEMe9Z6Mg6QZ7MyMtg7vvNkSaZ+mMFTzf7k0eqP8Mw58fzcmjp0K6flBJS4MFC1T6zUzl1ydOKMX6KoEfux1uFDsHNPfbP3ClZU+5+Xw+1v65KTCL9O8PN94YmHPlFTNUwC1ZoiZ9XqDXRkqJdG9Gpv+J9B4LkXEgou8Aa1W4sjTymmjElych1QGxjyEspUNmh18qV1Zd8SGU5pnw4TQG9f6cDYu2cGDbIWZ8OY++zV7kVPzpC785HPjrL+WEzJZ+W7ZMPRbzCjgohg7Imeokp/1md3qAIqDiWoI9YgSULJnrxqr0nkCe6IpM6IU8/QIyviO+xPdCUgQgRBSi7BSIfRb5SivEcS9iSjsssY8Hfe08cc896m8ns0ExiKQkpjLunSmkp5y9GfO4vSSfSmXa53OCvn5ImDNHFcO0a2e0JeeydKma4Nu8aI0/KwjFzgF16NmGyBhHtue9bi9NOzQMzCJ794a+Am7HDpVmCLX6dibx8aqj/957cxVClaeeAc8OVYEmkwEXpE6G9F9CYqawRGOJfRBL5z/g9dcR7Y0bxpWN229XF8wQFCPs3rAPqz37FrDb6Wblr2uDvn7QkVI5oGuvNdf0U1AOqFkz46tVTUCxc0BX3daCph0aERmr/iitEVbsUXae+uphYuIC8AeRkqIuxkZEQNWrG/dhGz1azf7JZfSB9B4H91rgfO2rNGTKDwEzRbq34kt4FN/RVviOd0Wm/+r/wPfeC32lYm7ExsIdd8CkSUGX5ilTqRQeV3YNMiGgfI28lbWbmm3bYNcu86XfQO33Pfmk0VaYgmJXBWe1Wnnnl5dZ+es6/pmxgphSMXS6rz01Ls1thl4+yOwBMsIBGZl+a9oUnn9eSYvkhEwGrDm8lhQQM6R7OzKhp4qwkOBJQJ56GVniOJaY3tnfsH8/fPqpGppnhjvSPn3UPtDs2UGtaKxycSXqXl6bbct34HF7zzxvj7LT7flbgrZuyDBr+TXAI48U6u3Ssw+ZMhJcayCiFiK2L8IWvAnIwUQYLkVSAJo3by5Xrlx54QON4ORJ1QNz9dWqKTRUlCkDPXqYT/E5C1J6kfFtwHfivFdsEN0bS9xrhV7Dd/JxcP5BtpmIogSiwjKEsJ37/KJFcM01MHiwcqBG4/WqSPbKK+GXX4K6VOKJJN65azCbl20nwmbFYrHw2Gf3c8N9HYK6bki47jo4evTshGCzsGMH2O3qd1yAyjzp2YE8cVeG+K4XNQ/UgSg9FOFoH2BjA4MQYlWmAHW217QDKgKcPKkc0CefGNN/NG+emnuUh/0nmf6n2gfCBfgAB1hKI8r9grCUKbQpvmNXg8/PyHYRhSg7GxHh56bg2mtVt/zu3ebYL3jxRdUfcugQlAt+Ouz4wRMkJSRTrV4VbHbbhd9gdk6ehIoV4bnn4MMPjbbmXHr0UHtA+/YVyAH5TvYD559ku8GyVEaU/wthpnLzDHJzQMVuDyjorF0b+gFj+/apxxoG6Jl5PCqnPWBAng4XkR0Q5aZCVHewXw2xTyPKzQqI8wHAmkNvhfRBTqXWr72mxoaPGRMYGwrLffepTvnx40OyXLmqZanduGbRcD6gIke3G+66y2hLzsXnU31JHTsWvC/JtYJszgfAdxzkqcJYZwjaAQWaIUNUOW0o2b9fPRrhgJYuVXect+R930BE1MFS8h0sZb7HEvsIwhIXMHNE7BNA1HnPRkLUbQhLDtV5HTuqktiPP1YpMKNp3Fh1yv8QuMKMYsWkSVC7Nlzhb3SHgWzYoEaCFEaANMd+NQuInKtPzYp2QIFm/36V3w31mhD6dQEWLlSP118f+rX9IBztIe5NEKWASMABUbcj4t44c4yULqQvS7OsEPDmm2o0wqlToTU4J+67D1atUh3zmrxz4gT8/jt0724u9QM4O3q7MGMhoh8m+w2WA6JuRQi7v3eYGu2AAs3+/aEtPshcMyJC5b1Dzdq1agJryZKhXzsHLNF3Iir8gyg/H1FxBZaSAxDCjvSl4Dv1CvLo5chjzfHF34x0rVZvuuUWGDlSCcmagbvvVr9THQXlj2nTVFq4e3ejLcnOH3+ovdJCXB9EdA+IvgdwZMzFcoCjAyLuzYCZGUq0AwokUsKBA6F3QPv2qXn31hxKnIPJ2rWqqc5kCGFFWCsixNmiAnnqCUifjSqA8IL3P2TCA0hPRum8lLBihZJvMZry5VUJ8bhx6oKqyRuTJinx0csuM9qS7Hz9daFvKIQQWOJeQlRYiijzA6L8AiylhyJE9ub6cEA7oEBy4oRqIDQiBWfE/g8oXatPPjFm7XwgPbvBtQrlfLLiRqaMVv/8+29V/jx3boity4F774XDh1VKSXNh4uPVJr8Z02+gbkxbXWB0fB4RlhIIW2OENbwHGGoHFEji4pQgZ6hHIhix75RJuXJBkx2Snp34TvfHd7wrvtOvIj27Cn4y737wmyP3KGkggDZtVORhlsFwXbpA6dI6DZdXxo1TRSRmHPL2889KKzEM216CiXZAgcRuVwq3oUzB+Xwq7WeEA5o3T8nZBGG4lnStQx6/A9Kmq9Hbab8gT9yBdK8v2Akj6oI8P/oBsJ8dxRARAd26waxZF1T0DgkOhxrXPXWqKhPX5IzPB19+qRrAm5hQFeCLL9QeoxkjMwPRDiiQrF6thCRDOe3w6FG1nhEOaMoU+PxzdeEOMDLxHSAN1e2NepSpGc/nH2GtDJE3oirjMrGAiEREZxkd3qMHpKYqJ2QGnn5a/X4//9xoS8zNr7+qOVxm1FhLTYV//ilc9VsRRTugQDJlCjz4oBosFiqM7AHKLEAIxl2dZ6P/5905PJ8HRMlBEPs4WCqonglHR0TZnxHWCmcPatNGzeYJsgxOnqlbV6V0hw+HxESjrTEvw4ZBpUpKzNVsLF6shHq1A8qGdkABwOV0M3PEb6z8dhanbLEs/62AaaKCYFQPkNsNGzcGrwJOxObwfMGb7YSIwBLbD0uFxVgqrsFS+itExHn7V1arupv+7rsCrxNwXnkFTp9WVVSa7OzcqQpHHn1UpcHNxoIFYLNB27ZGW2I6tAMqJG6XmxfavcnXL44h4tgRDqRZebf7YL597cfQGGCUA9q2DZzO4DmgqLs5N12G+n90CFQmGjeGqPOb/QykeXPVPT9kiPqZa85l+HB145DLKBBDOXwYWrbMdU5WcUU7oEKyaMoy9mzajzPVSXnSiCeK9BQnUz+bzfGD56s+B4F9+9QYgTIB0lLLK3v3KuHOIPVbiBJPQ+RNgB1ECfUY2RkR+1RQ1svGV18pMUuz0L+/upCNG2e0JeYiNRW+/Val3qrkoANoND/8AH/+abQVpkQ7oEKybNYqNdZYSsqRSjxqpozVZmX9wi3BNyCzBDvU1TU33wxJSXDppUE5vRA2LKU+VAq/pUciyv+FpdQHCBGiEVY7d6qqKrNI81x3nXL2H31kDr06s/DTT+p3ZMbig6wEoVCnKKAdUCEpVbEkFqv6MT7AjUzhEgAEghJlctjHCCRG9gBFRAS94EJYyyHsVyCsIZ7S2aOH2ucySzGCEGovaPt2mD7daGvMgZSq+KBJE1U8YkaGD4dOnYI+4TZc0Q6okNz8yHXY7BEgBPEimpMZ0i/2KDuXX9s4+AYY4YCkhBtvVHefRZUWLZSislmaUkFVw110kZpxoxsaVdP3unUq+jFrf838+SqaNsOcKROiHVAhqdmgOs+P6kf9qDT62HdQIUZQvno5Pv7jLawRQdZmc7nUvkCoS7APHFCVYidPhnbdUCKEknT5/XclsWQGIiLUsLrly5VsUHFn2DAoVUoJt5oRKVX/z1VXGW2JadEOKAB07NWWwQM7ca9zLQMmPcuPe76iVsMQRCWHDqk/8lBHQGvXqkcTipAGlJ49lSComRzt/fdDhQrmm/QZag4dUvI2Dz5o3uqyPXvgyBFk65ZIXzLhOH062GgHFCBs8UchIoI6N7QK3VjcQ4fUY9WqoVkvk61b1WPDhqFdN9Q0a6b2W+rUMdqSs0RFwTPPKBmkVatCvvzujfuYPXI+/8xcicdtoEr3p58q+Z3HHzfOhgsg/1Lzf2T9ochjVyLjOyKdfxlrlMnQpRmB4uBB1UEfShWEo0fVY6jnAO3apcq+S5UK7bpGsW+f+l7jAje5tVA88YSa3vruuyErkvB6vQzqPZRlM1eCAIvVSlSMg8F/v0O1upVDYsMZ4uPV5n7v3mr0gkmR9lnQqQTUk4AHfAeRJ5+GMmMR9qZGm2cKdAQUKA4eDH0fglEOqFy5wo0VDie2b1dq3xMmGG3JWUqWVFHQ9OmwPjSqG3NHLWDZrFU401w4U12kJaVx8uhp3ulmwCiOTz9VM5teey30a+cR6UuAa3cgf6gElqwZEScyZbhhdpkN7YACxeHDoU+FZTqg8iGeCfLuuzB5cmjXNIq6ddWX2b7fZ56BEiWUGnkImDXiN5yp56owSCk5uOMIR/YcC4kNACQkqOKDHj2C1oMWEE7vhFR/RUgSPHtCbY1p0Q4oUKxdC99/H9o1jx5VqTCbLbTrFicyq+EWLFCpH7NQurQqP54yBbYEv+HZ5fSv8G6xCFzpIVR//+wzSE6G118P3ZoFYeI/iHrr4cD5PxsL2ELQnhEmaAcUKCIictwjcLvc/DtnNX/8uIjjhxICt+axY6FPvx04oHpRZswI7bpGctddasN72jSjLTmX559XMkwDBwZ9qY69rsYemf1GJ7Z0DNXrhSj1fOoUDB2q+qEaNQrNmgVE/LUUKpSEqiXOeyESEfuYMUaZEO2AAsHBg2pjeMOGbC/tWLubntX68v7dn/H5YyO5r86T/PD2pMCse/SoMQUIu3cXr8a6Jk3MmYYrVw4eewzGj4f//gvqUnc+14Vql1QhMlb93m0OG5ExDl4d90zoqj6/+EKpgv/vf6FZr6BIqSLma2+FuP5graZU3O1XI8pMQERcZLSFpkFXwQWCjRuVeOV5o4C9Xi+v3TSQxONJ5zw/ZfAMGretX3ilhKNH4fLLC3eO/LJ7t3qsXTu06xqJEEoEtFYtoy3JzgsvqD2R998Pago4KjaKYcsHsWTactb+uZEKNcrT6f72lKsSIhHcpCSlBn7rrebvP9u0CeLjER06IGLuhhiTNsqaAO2AAsGuXerxvJLQzUu3k56aXT4/PcXJ7K9/C4wDMiICEkJVhhUnrrzSaAv8U6mSmoPz5Zfw5ptBvTGw2W2073E17XtcHbQ1cuTLL1VD8BtvhH7t/LJggXosLpWihUCn4AJBptZTpUrnPJ2e6swxPZGaXEhxwvR0NSGzQoULHxtIdu+GatXMOfgr2EyZogRBzcbLL6t5OB98YLQlwSElBQYPhptuUrORzE7nzqpPqbjdpBUAHQGdR1pyGn9NXMrB/w5T9/KLuOq2FtjsF6gy27lTbcyf14Ta6Op6eD3ZpfMjYxy0715IfahjGaWvoY6AGjdWew/FkbVr4ZNPVNor1I4/N6pWhYceglGj1P5IiKWZfD4ff45fwqyvf8OZ5qJjrzbc8lgnHFGOwCwwYgQcPx4e0Q8o5QwzqWeYGBGO+kTNmzeXK1euDPh5D/x3mGeufh1Xmov0FCdRsZGUqVyaof8MJK5MiZzfeOONKgLy05X+25i/GPrYN7hdHnxeH5GxkdS9rDYf/f4mEbZC+P8VK1RaaMYMuOWWgp9Hk3fWr4emTdXdbb9+RltzLnv3qote375qTyiEfPLQV/w9aamaiwU4ouzUbFidz5e8V7i/cVANp7Vrqxuf+fMDYG2Q2bULVq5U87LMqlEXYoQQq6SUfkNXnYLLwscPDCPpRPKZD1JacjpH9xzj+/+Nz/V9/zzxHi+ebsrDjZ5jVP9xnD6eeOa1Tve2Z9jyD+j65I1c27stL333OB//8VbhP5hGqCBIqcqRiyuNG0O9euarhgOV7rnvPhUFHT4csmX3bzvIn+MXn/nMADjTXOzfepAlv6wo/ALffKP+1sMl+vn5Z9Ukm5h44WM12gFlkpacxrblO7Mp1nrcXhZOXpbj+8YPmsr7d3/Gur83s3fzAaZ+Npu+zV4kMeFs5VuthtV5fMgD9B/7NNd0ax2YMQ2ZDiiUqaDt25UYptn6YUKFEKon6K+/zqZAzcSrr4LHo3TiQsSGRVsRfvQP05LTWTV/XeFOnp6uVL/btYNrrincuULFggVQv77ShdRcEO2AMvD3IcrEYvFfSJByOoWlA77h9eQ/qCHVHY/b5SHxRDK/fDE3KHaewYgIaNcuNYPITPsfoaZ7d7URHsIoI89cfLGajTNiRMgcZKkKcVit2T87NnsEZauULtzJv/9eKb6HS/TjdsOiRbr6LR9oB5RBZLSDxtfUPzNeOxObw8a197T1+54da/dwsSWJVhwha9zkdrpZ+eva4BkLygGVKKEiklBRHHuAzqdxY/j3X7UXZEZefx2cTqWSEIL93RY3NsMeacs2kNQSYeGmBwtxIT50CN5+G1q3Dp8L+ooVqmKvQwejLQkbtAPKwkvfP0HZKqWJKhFJhM1KVGwktRtX574BPfweX7piKcp7EvEBRzi74SgElK9WNrjGGiHDk6mAcF65ebEkKUlpkpmNevXgrbfgxx+VckCQsdltfPLn21S+qBKRMQ6iSkQSV7YEb/38EhVqFFAk1+1WkWZKitrTMsm4belLRLpWIb2H/B+wLCNV3759/s7rPY5Mm4N0LkTKEOrqmQBdhp2FCtXLMWbHMJbNWsXhXce4uFktLuvYKMdenhqXVqVOnI/jJ6Jxi7P7OvYoO3c+1yW4xhrVhFqrVmhnHpmRffvgkktUZ/5jJtT1+t//1LC6559XqgFB3j+p2aA6o7cPZd+WA7jS3VzUtCZWayH2OV95BZYsURJDDRoEztACIqVEJg+BlO9B2EG6kPYWiFJDEZbYswc+9xx06wZl837z6UseCclfgIgABGBDlhoK7tXgXALWyoiY+xG2ojn8UZdhFxLPla3Yvf0Iz7quwmqzIoTgyS8e4vo+7YK7cMOG6m536tTgrpOVUaPUnf9zz4VuTTMipdporlLlbNe72Th9WpXpnzqlUkM1ahhtUd4YP17tYz39NHz+udHWAOBLnQaJbwNpWZ61g6MDltIFjzKlayUy4aHzzguZjghcqCSVHUp+iCXqpgKvZSS5lWEX+wjo+KEEFvy0iKSEFJrf0JQm1zTIl7hiRNXK1G3Xlu+fepnEhGRq1K+G3RGC8QgnToS+IfThh0O7XoiQ0gXpvyE9uxC2uuC4FiFyUXrIrIZ7/33VIGnGxtySJVVfWqtWcNttanPc7H0py5bBAw9A27YhreS7IKmjyO4kXOD8E+lLVlHQb7/BmDEqKs7jfC6ZOhHwp4gi1fkB8KljEt9ERl6PEEXrkl20vpt8smzWKt7r8Sk+n8TtdPPLF3O44vomvDH5hbynEDJKkitAwXPe+UVKpYtVJkRCkJlrHj+u1ixMesVkSO9R5Im7QCaCTEUSDdYyUGYywppLKuX229UwuBkz4MEHQ2dwfqhfX0UUXbrA/ffDxInmTZ/u2QNduyqZp6lTzSX15DuVwwsCZBIQqybmzpoF332X9/PKJCCvGSgPeHaCrV7ezx8GmPSvMfi40l0M6v05zjQX7oxhW+kpTlbNX8+iKTn3/ZiC1FRVDl26kGWu+SFTd+6zz0K3ZgiQiW+DLx5kasYzqeA9gky6wKTRyy5TzZ+hTIEWhM6dVTQxZYqaZJsP9m09yMiXxzD4keEsnb4Crze7rFRASExUah4ul7qImy2itLfG76XSUgIsFVXv1YwZytHnw3GKyJuAPFaxSg9YSub53OFCsXVAG5dsU6nW80hPcfL7uIV5O8nvv6ty3K1bA2vchTh5Uj2G0gFlTgMN9fjvICKlBOdfwPkXVg+k/577m4VQXfrhIAD6/PMqAnr77TyrOPz+40Iev+Jlpn42h3nfLmBQn6G8etNAv9qGhcLjUcoBW7cqJ2nCMdsi9hkQsah9GVAXjkgoMQAhLLB4sUqJ33Zb/k4c2RlsjUBkOiFLxhrnJ6YiwNYIYS161afF1gH5a57L5PxeoBzZulXpg5UqFRij8kqmAwplCu74cfVotrvTQlOIEt/rrzf9ZE5AOcsRI1RPzX33wZo1uR6elpzGZ31H4kxznXE46cnpbPlnO39NXBpY2557DubNU/O0rr02sOcOECKiOqLcLIjuDRENwHEDouyPWKKuVwf88gs4HEoTMj/nFTZEmR8QcYMg8maI6gllJkPMI4A9w+lFQURdRKngl9QbQUAckBDiRiHENiHEDiFEfz+vCyHE0IzX1wshLs/re4NFw6vr+XU0kTEObnwgj41vu3erRtBQl0MnZIz11hFQoRBCgKMjfu84I2/I20lmz1abz2bH4VD7leXKqb2WI0dyPHTDoq1YI7J/NtJTnPw5YXHgbBo2TH298AI88kjgzhsEhLUSlrjXsJT7BUvpoQhbllleVaqofcDY2JxPkNN5RQQiqjOWUkOwlHwbi70BlhLPISosUmXeZSdhKTcdYS1qN36KQjsgIYQV+BK4CWgA9BJCnF+8fxNQN+PrUWB4Pt4bFCJsEQyY9jJRsZFExjqwOSJwRNnpeHcbWt+ax5kju3crVYBQN8oZkYIrohGQiHsbrJXUyGQs6tFaFRH3Wt5O8N138NprIVEdKDQVK8L06SpddMcdSjHBD46onPcxMkdyF5p58+CZZ9SE0w8/DMw5jeLll1UEF0CEpTTC0QZRxIoOzicQVXBXAjuklLsAhBATgK7A5izHdAXGSNV0tEwIUUoIURmolYf3Bo0m1zRg/P4RLJ62nOSTKVx+fRNqN8pHv0SmAwo1RqTgLrsM3nkn9NFekBHWclDuV3AuAM8uiKgLjvZ5L3ft0kUVIqxbZ/5R0aB+jz/8oMrIH30URo/OdgPVqM2l2OzZv//IGAedH76u8DZs3KiUDpo0UYoN4VxVuXevmscUUawLigtMIH5qVYH9Wf5/AGiZh2Oq5vG9AAghHkVFT9QIYFNdTMkYbri/gNpNzZurUtdQY0QE1KxZeFxgC4AQtryn3M7npozmwNmzw+fn062bKkh4+22lbffii+e8bI2wMnD2a/S/4T18Xh9S+vC4fdzx7M2BGSPfpYtKV82cWaC0lam45RZVDTlzptGWhCWBcED+8k/n5yNyOiYv71VPSjkSGAlKCSE/BgaNb74xZt2EBNXPUSKXIXmBZv9+sNm0Dtz5VKoELVqo8uHXXzfamrzzxhuwaZNKHzVooMq1s1CvRR0mHhrJinlrSTmdSrOOjahQvZDp17Q0VSl27BgsXKh6fsKZnTthwwbz9oGFAYFwQAeArDOAqwHnq/XldIw9D+81J1IaJ5J48qSKfkLZVPjEE8oJXaCCqljSpYtKZaWnK7HWcMBiUTbv2AE9eyoVgvN01+yRdq6+7crArCelulAvW6aGtjXP4z6rmcmci5Xf8mvNGQJxBVsB1BVC1BZKv6QnMOO8Y2YA92ZUw7UCTkspD+fxveZkyhQlOrh9e+jXznRAocSskjNm4JVX1N1wuDifTKKjVVFCdDR06gSffHJ2zlSgOHkShg5Vqb4JE2DQIFUAURT45ReVdq1Vy2BDwpdCOyAppQd4EvgV2AJMklJuEkL0E0L0yzhsDrAL2AF8Azye23sLa1NI2LVLpcKMSEklJITeAcXHF6kS7IDicKhoOBwq4c6nenW1f1WjBrz0ktpQ79pVOSZ3AUcDSAlLl6qeoypVVLVbdLSKuF55JaDmG8bRo+p71NFPoQhI6YaUcg7KyWR9bkSWf0vgiby+NyzYvVtFQHFxoV871DpwoCOgC/H99+ruftMmtVcWTlxxhbqYbt2qvo8xY5S0TIUK0KePEghtmIdxAKdOwbhx8PXXqtItNlY5oUcfhcsvv+Dbw4qyZeGPP+Cii4y2JKwptkoIhcaoEmwIfQrO7VYXF5NEQDL9V3zHb8d37Gp8J59AenYYbZL6ffz3n5JlCVcuvVT15Ozfr6q62rRRIxEaNYKWLZWawqlT575HyrMq1lWqwFNPqYhw5Eg11XTEiKLnfECVXXfooCrgNAVGO6CCYqQDCnUKTkr49lu12W4wvpQxyNMvg2eTEhF1/o480Q3p2WmsYdddp4QoZ8821o5AEBGhftc//6ycyKefqgq2xx6DypWhd2/49Vf48ku1B9K6tdoT7dMHVq5UX488EtoqzVCSmKhK13eY4MYnzNEOqKDcdZfq4g41Uqq70FCm4Ox2VcF02WWhW9MPUrogeQjIrLNZJMh0ZPIww+wCVLqpfXtVjl2UKF9e6bWtW6cG2z34IMyZo3TPnnxSNZGOGKEc1ddfq3ReUWfuXBg8OFc5I03e0O27BWXgQGPWTUoCrze0EdCJE6rKq3FjpX1nFN5D+G8T84Frdaityc7NN6sN9//+g7p1jbYmsAihSqebN1cX319/VQULRaGcOr9Mm6Ycc+vWRlsS9mgHVBBSU1UkYsSESSNUEP78U0V869crJ2QUlrJqLoo/rFVzfauUXnAuRLqWgaU8Iuq2wAs83nKLcj5FXZYlMlJVyhVH0tNVBNi9e3hLCJkEnYIrCJMnq5TLTgP2HRIT1WMoq+9SUtSjwbIpwlJCydbjOO+VSETsYzm+T0oXMuEe5KnnIPV7SP4cefxapPPfwBpYuzZ88YVxe4Oa4DNvnspC3HWX0ZYUCbQDAtwuN0f3xpOe6l8dOBu7d6uUhBFSIsnJ6jGUG7ypGdNCjUy/ZSBKvgtRt6CcUCSIkhD3FsLRNsf3yNTx4N4EZE49dYJMQ55+Fil9gTXQ51NVYadPB/a8GnNw+LAqve6Yx5Etmlwp1g5ISsmkT6ZzZ/kHebjhc3Qr/yAjnh994dHDu3ap/Lfj/DvxEJCUpB5DGY2kZWz6m6DTXwg7lpLvIyosQ5T/FVHhHyzRd+b+prTpQHr252UaeAI8zXblSrU3UNSKETSKxx5TadZw6/UyKcXaAf32w1+MfXsyaUnppKc6caa5mDVyPqPfmJD7G3fvNq4BLdMBhTICynRAJoiAMhGWGIS1ct7GJuR4jOTsmOXckTIdmT4XmToJ6dmf84HNmyt1jOnT83ReTRiRkqL2fkOpwVjEKdY/yZ8GTs2WdnOmupg+bF7uUZCRPUBGpODuuAPGj1fl2GGIiOoB+HGeoixE1Lng+6VrHfLY1cjTryETByKPd8aX+CHSn/SOxaKKEebNy3HgmyZMefBBnXoLMMXaASUcOen3eVe6C1eaK+c39u8PvXoFyaoLYEQKrn59pZhslPp3YYm6DRztgUjArqaeipKI0l+qsdy5IKUHefJRkEkgU4A0wAlpP4ErB9WDrl3V7+mvvwL5XWiMJCVFpVUbhGRgc7GhiNeL5s7FzWqzaUn2PYDSlUoTGZPLfseTTwbRqgtgRAS0aZMq/27TJnRrFhIpnciUMZD2i3KcUXdCzIMI9zpVzh15LULkYU/LtQrwczMi05Cpk/wXP3TsqMQ3Z8+GGwo46E5jLmbPVsU43bsbbUmRolg7oEc/7sPL1w3AmXr2AuOItvPYp/flfGd8/LhqzLz4YmP6PZKSVP9BKAsgBg+G33+HfftCt2YhkNKHTLg/o/Ito/ggaQjYL4PSoy8Y9ZyLC/9zEwHpp7AB1F7ZokV5E/DUhAcTJyoZojC6CQsHinUKrkGrS/j073docWMzylQqRaM2l/LO9P5c0y2XDufJk5VoY6DnpuSVpCQV/YQyHZaWZooKuDzjWgqeLZxb+ZYO7nXgXpm/c9mbA/72A6MQUblIMV1+uTFVkprAk5Skmk+7ddPNpwGmWEdAAJdccTHvz8nHKOXdu9WFpXLl4BmVG8nJoRd5TEszVQXchZCu1SBT/bzgBNcasLfI87mEiELGvQ+n+6MckQdENNguh8ibcjFCwltvqXL9vn3z/T1oTITNBt99Z6wKSBGl2DugfLN7t5JgN6oUMykp9IoEYeaAhLUCUkSdJ1oK4ABr/kdKWKJuRtoaI9N+Bt8pRGQHsF+DELn8DQihJIySk7UDCnciI40rOiriFOsUXIHYtcvYIVSZKbhQEmYOiMjOgJ9UiYgAR8GKAkREDSwlnsNScgDC0T5355NJ166wdi3s3VugNTUm4PRp+OgjrXwdJLQDyi9G9gCBMSm4wYPVoLIwQVjiEGXGgLUaqvQ6Eqy1EGXGISzRAVlD+k4iUyciU35Aenb7PyhzXMfMmQFZU2MA06erMeJ79hhtSZFEp+DyQ+ZgturVjbMhKSn0o7Fb5H3PxCwIWyMo9wd49wECrNXzWf2WMzL9T+SpZ1SaTXoh6RNk9L1Y4l4698BLLlEFKzNmGFu6ryk4kyZBjRpqIqwm4OgIKD8IAbffbuwMFCNScLNnw2oTzNvJJ0IIRERNRESNwDkfXwry9LNAesYekwvVmDoO6VqR/Q29eqnhgf5UEzTm5uRJ+O031fsTrk3YJkc7oPywezfMn69mghiFESm4hx+G4cNDu2aIkdKHdC5GJn+h9N58yf4PdC3G7/6STEem+dF/e/NNmDBBX8DCkV9+AbdbN58GEe2A8sPUqdCp01lxTiPQVXABR0onMqEX8tSTygElDkTGt0O6N/s52of/qawSyGFYHkBCQmCM1YSOnTvVZNviOPU1RGgHlB9274aSJUM7jTQrHo+KvkIdAaWnF20HlPIduDdn6R1KA5mEPPVsdsFR+9X+p7KKKETkLf4XeOMNVTnpykVfUGM+3nsPNm7U0WsQ0Q4oPxg5hgGMm0zqdBbtrv606YAf5WrvYfAePOcpYYmDuIGogXg2QICIUqXf9qv8n795c1XO+/ffATZcEzQysxxhpAAvPXuQabOQrrX+ldpNiK6Cyw87dxrbDW3UXB4hiu8mup+7X0v0rUj75cj02SBTEY4OYGuac6HD9der39n06erfGnMjpap6u/ZaGDLEaGsuiJQe5OkXIf0PIAKEVC0IZcYgLGWMNi9XdASUV7xe4yMgoyaTLl4MjzwS2jVDSdQdqH6h87BWQ1ir+n2LiKiGJbYvlhLPIezNcq+yi45We4czZhRfRx5OLF4MGzaEjfSOTPkB0hegovgUlUr27EKeeulCbzUc7YDyihCwZAk8+qhxNmRW34U6ArrqKtULUUQRMfeDrYnSeMMKRKt5QaU+D9wiXbvC/v2wZk3gzqkJDiNGqL3eHj2MtiRvpP1E9pHzHnAty7ma0yToFFxesViMr4YxKgU3ZowaxGX09x8khLBDmbHgWg7uNWCtCI4bAqaaAKgpqd99Z2wErbkw8fEwZYrS74uJMdqavJFN8zAToQR4CfGecT7QEVBeWbUKvv/e2DHLRqXgHnlEfSiLMEIIhKMlIrYfIur2wDofUOoVDzwApUoF9ryawDJ6tKpWDCcBWUdH/MYS1iqg94CKCFOnqvSbkfNAdBFCeJOQAMOGqVScxpzcfz+MHRtWwwRF7DMZjibzumBTbQElPwiYAkiw0Cm4vLJzpxrDYMQU1EyM2gOyWMDnC+2aRZGEBHjqKXWH/fzzRluj8Uf58nDPPUZbkS+EtTyUm4dMmwKuFRBxESK6F8JaxWjTLoiOgPLKzp1qDLeRGJWC0xFQYKhTB664AsaPN9oSjT/eegumTTPaigIhLLFYYu7HUvpLLCVeCAvnA9oB5R0zOSCdggtf7r4bVq6E7duNtkSTlUOHYOBAWLbMaEuKFdoB5YWTJ9WX0Q7IqBTcv//Ciy+Gds2iSo8eyqHrKMhcfPut6vUzss2iGKL3gPJCqVJqIqLNZqwdRqXgwmhD1vRUrQodOugBZ2bC44GRI1WzsNE3mcUM7YDyghBQsaLRVhiXghs5EurVg3btQrtuUWXu3LDSGCvyzJkDBw7AF18YbUmxQ6fg8sLs2fDOO8ZXgmWm4EIdAfXvX+T7gEJKpvPR6tiGIt0bkamTkb4dyE7XQ5cuRptU7NAOKC/88gt8+aUqRzaStDSlSh3q2n6LRRchBJqBA9XIbq/XaEuKHVI68SXchzzRG5n4HrL1GOQ4K9KSaLRpxQ7tgPKCGSrgwLjBcEIYH/0VNerWhb17YeFCoy0pdsjkYeBaDaTBmpOQlAzevcjTrxltWrFDO6C8sGuXOTS8jBoMp8uwA0+XLmqu008/GW1J8SNtCuCEVB+i90HEi0cBDzgXIqWBUlvFEO2ALoTLpaRTzBIBhXr/B7QDOg8pZeEHfkVHw+3/b++846Ssrj7+PVO2wy5LV8ECKFYMYnt9rVixKyrGXmKJGqOJ0cQkamKLeaPGmFhQY29RwV6xRY2FiAVFBBUbSGfZZduU8/5xZ2DZnd2d3Sn3eWbu9/OZzzMzT7ln5pl5fs+599xzDjVjazbzCxYjGjHLB1ciy+PoyTXJFamr3TpyhhOg7pg/34Rfe0WAbHhA06ebMYsiR+Mria+4EF24JbpwM+LLTkaj3/T+gD/+MaxYYaLiHPmjdDxEg8gty9FxZbBd4j8V2gwJ+CQDdoHgwrC7Y4MNoLHRG4PFtkpjDxuW/zY9hqqiy46H6BwgcQfd+ha69AgY+BIS6NPzg44fD1ddBdtum1VbHV0jfX6J3jcV+SZK/NKBQClICVJ9pW3Tig4nQOkQCNiPgAOIROxMhr39dujbF444Iv9te4XIdIjNY7X4ABAHbUabpiCVx/f8mOGwCXF35BUJDoT3d0S3aoFDj4LQSCg/GHpzE+HICA9cVT3ODTd4Jw1Na6udCYz/+AfcdVf+2/US0S9BU0UCNkF0du+PqwqPPgqPP977Yzh6jNx+J/LaB0jfSyD2JSzeA104lvjiCWjrf22bVzQ4D6g7nnwS6upsW2Gw5QFVVsKqVflv10uERoIEoEPsQTmENu39cUXgmmtMN+9BB+V/jlexEYuZtFrrrgs1NeiyU0wlXBKTgmNz0WUnw4CpSGhDq6YWA84D6o7PPzcTBr2ATQFqbMx/u14iPBaCGwFtPdCAKfxVfkhmxz75ZJg501TddeSWBx80Uyo+/NAEkLS+C7SPQmxFV/3ThnVFhxOgrmhqMiHYxS5AFRVF7wGJCFJ7txkrkHIgDKW7IgMeRQJVaR1D48uJr/wj8UU7E188nnjDrahGYNIkE17/T3fRyymxGPzxjzB6NGy5JcS+BUnVpR1LBJs4co3rguuKL74wffSjRtm2xBCJ2BkDcl1wgCn6JdVXQHXPQ9JVm9GlEyH2A6sDGRpuRCPvI/1uhsMPN5NS//IXO3O9ioGHHoLZs83cq0DAdKumnHgahvCYvJtXjDgPqCvq6oy7vskmti0xtLba8YBuvBE++ij/7RYSTU9BbAlrR9E1Q8tbaOQzOOkkUw76q69sWVjYxGImofAWW5gJwIAEB0P5/kBbwReQMqTyRBtWFh3OA+qKnXYyXpBXsNUF17dv/tssMDQyHWhKsUYgMhP2ONzcnbsghNzw7rswZ47xgtpMqZC+V6LBjaDxHtAGKNkB6XMhEhxi0djiwQmQn7AlQK+8YkpS/PnP7gLZW4LDMQEM7UowSACCQ9d8r83N5jz3cXNSssqOO5qAog3XjmwTCSJVp0PV6ZYMK25cF1xXHHMM/OpXtq1Ygy0BevddMzaRrEfk6DFSfgRI+/u9AAT6QcmO5mVdnQkPvv76fJtX2CTHL0eM8MaEcsdq3NnoimnTYOlS21aswdZE1IoKs3SBCL1GggORfndBcEOMJxSG8DZI7f2IJP6G1dWw9dYmGs6Vv8gOsRhst12PJ5OrRtHmF4jXX482PorGi3waQo5wXXCdsXIlLFzonRBssDsPCIwADRiQ//YLBCkZgwx8Ho0tMrnHAjUdNzrpJDjuOFMnaLfd8m1i4fHII/Dpp3DJJWnvovF6dNkkiH0P2ohSAfXXQP8H3eTULJORByQitSLyoojMSSz7pdhmmIi8IiKzROQTETm3zbpLReR7Efkg8ZiQiT1ZZU5iHoAToLUFyJExEhyUWnwADjvMBH3ccUdebSpI4nET+bbZZjBxYtq7acMNEJ0HmvR6GkFXoHUe6o4vEDLtgrsImKaqo4BpidftiQK/UNVNgR2As0Rkszbrr1PVrROPZzK0J3t8/rlZemUOENidiAouG0I+qKgwE1MfecR44Y7ek/R+fve7no39ND/F2uHyAAqRT9B4fTYtLHoyFaCDgWSWyruAQ9pvoKoLVPX9xPN6YBawbobt5p6qKthlF2/UAQJzNxeL2RkDmjDBiN+4cflvuxj55S/h5ZddJFymXHcdbLppL7K4d3VZzF0UqMbr0NYP0djinLXhNTIdAxqsqgvACI2IDOpqYxHZAPgR8E6bt88WkeOB6RhPaXkn+54GnAYwfPjwDM1OgwMPNA+vEEnckdnwgILB/LdZzIwa5S3P26889ZRJpdXT32/5wbDqbtYOmQ9AeOu00y71BFVF6/8EjfeZ1EDagpbugdT8GREL9b/ySLcekIi8JCIzUzwO7klDIlIFPAr8XFWTfQs3ASOArYEFwF86219Vb1XVcao6buDAgT1pund4rQS1TQH64Qc480x47738t12sfPcdnH46fPaZbUv8h6p59O9vogp7iFSeBaGNQSqAEEglBPoj1ddk3VQAbbwXGh8AWkDrgVZoeQVdeXlO2vMS3QqQqu6pqlukeDwOLBSRoQCJ5aJUxxCRMEZ87lPVx9oce6GqxlQ1DkwGtsvGh8oYVVhvPZO40CvYFKDGRrj5ZtOf7sgP4bApBOiCEXrOv/5luou//75Xu0ugEun/CFLzd6TqPKT6SmTgK0hovSwbmqDxDjpmyWiBpqkmWW0Bk+kY0BPACYnnJwAdqmqJiAC3A7NU9dp264a2eXkoMDNDe7LDokUwf76Zl+EVolGztCFANTVmuWJF/tsuVgYPhgMOgLvvXnPz4eieSAR++1tTvn5I79PpiASQ0p2Qqp8gZfshKbNmZ4l4Z/XGYqCFPfk7UwG6GthLROYAeyVeIyLriEgyom0n4DhgjxTh1teIyMci8hGwO3BehvZkh1mzzHLTDAqNZZtYzCxtzOSuqTHtLlmS/7aLmVNOMXPRnn7atiX+4Y47zBSKK6/0z9hleCwpgxuCQ0CyP+bkJTIKQlDVpcD4FO/PByYknr9BJ6EjqnpcJu3njGS/++jRdu1oS3JmvI0/VSAAtbVOgPLNfvvB0KFw221wyCG2rfE+jY1w2WUmibCXAoi6QfpciC77b8LbiWEul6VI38uQAs+96DIhpOKzz8zky/Vy1OfbG2x6QGAuhK4rKL+EQnDWWbBsmRmXLPCLUcb84x+wYIEZA/LRdyXhUdD/cXTVZIh8AMENkaozkPBm3e7rd5wApWKXXcyf30s/YpseEMCHH3rr+ygWLr7YtgX+4dxzTbf5TjvlpTlVhch/0abnQMJI+UFIuHfd9hIajlR7KOgpTzgBSsVhh5mHl7DtATnxscvLL5tzsPvuti3xHitWmBu02lrYf/+8NKmq6MpLoWkq0AwI2ngvWrYPUnkShDYr+O6zbOCyYbfnhx/Mw2vY9oD++U+TKNORf2IxOPtsMy+otbX77YuNn/4Uxo6FplQF/3JE5ANonooJn1YgDrRA8xPo0kno0sPR+Ir82eNTnAC154YbYNgw7yXetO0BzZoFDzzgvQm6xUAwCNdcY6K7br7ZtjXe4oEHzOPUU6G8PG/NavMLXYRIt0B0Nlr367zZ41ecALXn5ZdN/ZBkBmivYNsD6t/fzK1wCUntsP/+MH68ifJanjJbVfHx3XfG+9lhB7goVR7kHCKlQFf/xQi0vI7GPXYj6zGcALWlrs6km9ljD9uWdMS2B5SsA+RCse0gYqrSLl8OV1xh2xr7xONw4ommS/Kee0zQUB6R8gPpWoCStOTaFF/jBKgtr79uftjjO0xtso8XPCDwVoXYPKDaSrz+euILdyD+w1bEl/0EjX5lx5gxY+C882Cjjey07yVWrTKZ4a+7DkaOzHvzEhoBfS4EuvCEgutBxxJpjja4KLi2TJsGZWWw4462LemIbQ9oyBBYf33TDVdE6IpfQMtrmEgnoPV1dOkMGPAsEsxDUtz2/KXTfL3FRZ8+1jNEBCqPRcv2QZuegFV/B23FZNAOm7Ds6itcJFw3OA+oLeefb4pYlXowBXpSgGx5QDvsAPPmeVOcc4RGv4GWV1ktPuZd0Ga08T5LVmF+C3fcAe+80/22hUZrqxn3+fpr0y1p+QIvwYEEqk5BBr4CVT+D0t2g4jik/5NIiauf1R3OA2rL8OHm4UWSXXC2PKBiJPoFSBi0vdfXasJwbdHcbBJurr8+vPWW9YtwXrnsMrjpJth7b/P5PYIEqpGq1SXLHGnirmZJ3noLJk82f24vYtsDUjWVUSdPttO+DULDQaMpVoQhtEnezVlNZSVcfjm8/TY8/LA9O/LNm2/C1VfDySe73HgFghOgJHfeCRdckPdomrSx7QGJmAveRx/Zad8CEhoBJWOBdqn4JYxUWM6je8IJsNVWJvzYqzdN2aS+Ho4/3ng9119v2xpHlnAClOTll2HXXb0rQLY9IDCRcEUWBSc1/4DygzAiFIDQ5kjtPbkrTpYuwaAJSJg3z0yeLnSuuAK++srUR+rTx7Y1jizh0attnvn6a/jiC/jZz2xb0jm2w7DBzAUqsnlAEqhAqq9E+14ORHNbmKyn7Lmn+c1uuaVtS3LPb35jJoj/7//atsSRRZwAAbz0kll6cQJqkqQA2RxwHjDAzD4vQkQCdOiK8wJ//attC3LLsmVQUQF9+3ovQbAjY1wXHMAnn5jot803t21J99gUoDFjPBV55EjQ2Gii4mbMsG1JdlE14z4777ymC9pRUDgBArj2Wpg5s7jCWXvD5ZfD1Km2rfAEGluKRj5FNY8ZmDujtRVuvRXOOQdUTamAeB2qPs+cfdNNZrLpccf5p7y2o0e4LrgkbmDTkQYab0TrLjDZEaQEiKGVZxGosjj/o6bGhCefcgp652/Q/d+C+BIgiJYfjvT9tbfGrtqh0a8g8jEEBkPJtqa78847jaDuu68pReEoSJwHdOGFMGmSKzOQDu+/bwa8337btiXW0JUXQ8vrQCtoA2gTNPwdbX7WrmEnnohuuzlc9H9Q9x0QAZqh6VG07nd2besE1RjxFb9AlxyErvw9uuJ0dMne6F1/M7Wnxo835bXzPPVAI7OIr/gV8aWTiNdfj8aX5bX9YqK4BUjVTORranLdb+lQVma6KufNs22JFTReD80v0jHDcRPacKsNk9YQCKBXjoDFUeTathfMZmh+xpPF0bTxQWh+CWgBbTSP2PfouJdMdN+TT0JVVX5tan4FXXoUND8Bkfdh1W3o4v3QmAeLVBYAxS1An35qLqYHHGDbkvSx6amtu65ZFmkkHPE6Os18HF+cV1NSMmYVeskA9Ii+a78vIYgtsmNTVzTeh6koCsQV7q+DaBT6f4Fe+7u852RUjRsPl2ZMhVMwnm492nBjjttWNLYIjdfltB2vUdxjQE8+aZYTJti1Ix284KH17WvuSItVgIJDQcpMt9taBKBkeysmrUV4DJz+HRCHqMLsVti8FDRmSgN4jWRF0Ygi5y9EHqknXhmAg8tTfMd5IDYf4g0pVkQT3a65QVvfQ+suStwkxNGS7ZDq/0OC/XPWplcobg/oqadMLfnknb2ja0RgvfWKVoBEgtD3t0Db0s9BkEqkyv4kZqn6qRFIgBuWIRO+hUebofJUJFBh17hUlO0NzSHkJwuM+FzYHw6qgkA/O4IZ6AN0Eu4dqM5Jkxr9Dl1+KsS+xXTtRqD1HXT58WgRjEsXrwCpmoy6Z5xh2xJ/sd9+/pgvlSMC5QcitZMhvB1IFeYvFEKbHkU7ZM3OLxIagdQ+CCU7w8nrwrhqAmd/i/x5iSeDbESPRY5bgDy/iviVA+HngyFQgdT82UodHQlUQ8lOQLjdmnKk8qSctKlND6RIeBuF2PcQ+TAnbXqJ4u2CE4Hf/962Ff7j2mttW2Cf0OYQm5foJoqBLodV/0QjHyG1d1o1TcKjkdrboRZ4pRVOPx354x9h7lxTQ6iszKp9bZEvF6MzIX772XBYCILDkYojkaC9Hgmp+TO6/AyIfJIoxdEKFZOg7NDcNBidh4lY7GCJESG2zk27HqF4BWjGDBg9GsrLu9/W4WiDNj0O8XrW7q5pgdYZaORTJLyZLdPWpqTEiM4mm5hJxJ9/bjJo26ahwYwl/uhHyFdfITU1ti1ajQSqkf4PoNEvIfYDhEcjgdrcNViyLbS8wepgjCQahfAWuWvXIxRnF1wkArvvDueea9sS//Hgg2bi4/ff27YkY1QVbXmL+MoridffiEa/TW/HyAd0uGCA8aojn2XTxMwRMSUb5s5dIz6LLEbEzZ1r5pLddJN57SHxaYuENkJK/ye34gNI+UQI9GVtX6AMyvZCQoWf9qo4BejNN6Guzh/Rb+2x3ZdfWWm+O58LkGocXXEWuvyn0HgnrLoJXbI/8aanu985NALoJEQ4NCybZqaNxlcSb7iJ+NIjiS8/G219b+0NhgwxyzvvhFGj4IUXstOuKtr6PvH6a4k33ILGuvhdfPSRyWZdX28yWzuQQBXSfwqUHwmBgRBcH/qcj1T/2bZpeaE4BejJJ033xJ572rYkfbwQhg0mCg78HwnX8iK0vAk0Jt5IZA6o+w0ab+xiR5CKI8z4wFqEILgOhMflwNiu0fhKdMnB0PAP4521vIAuO4X4qgc6brzHHrDBBubm6+abM2tXFa27EF12Eqy6BRpuQBfvS7zpybU3XLHCZO3edVcIh+Hf/4Zttsmo7UJCggMIVF9KYNCbBAa+SKDyRBNxWQQUpwA99ZTpgsvzLOuCoEAESJueIHU3WhBa3+lyXwnUIrX3m2AEgkAISndBau+1Er2ljXcncr+1jcJrhoarOyZLHT4c3njD5Fg780w477zeZ5pu/Tc0P4/5HhUj4i1QdzEaqTOlFAAWLICf/xw23dS0vemmvWvPUXAUnwDNmWMGY/2U/cBLDBhgvEefd8HRVXLONBJ3Sng0gQFTkEHTkcEzCPS7OefjBe1RjaKt70PTU3RMDwQQhMisjm/36QOPP27GQK+/Hl7v3SRLbXqSDiL+TQS5ZhFsNMoIHBjB+fxzeOstV87DsRbFFwU3YgS89577I/QWETj9dNh6a9uWZISUT0RbXu4kq8G26R8nUJldw9JEW6ejy8/CpIpp7mSjKARqUq8LBo34HHssjEt0G55zDgwdaqJDR4+GkSPNzUZnSAgQQOHFBmTyCuTfTagAe44zSX6TjBrV04/oKAKKT4ACgTV/OEfvuOEG2xZkTsn/QPnRiXxkAhIABOl3k6dLF4BJiqrLTzXJOzslCKGNkNBGXR8s+V9oaTG1ntp2rQaD8LvfwSWXmMjR++4zEWybbQbl5cg3Y9H+T0OgGXmvGeZFiF9QC0cNRsa+DuKmODi6prgEaOlS+PWv4Re/MHMj/ERybCFZmts29fW+rqEkIkjfi9CKo6H1TZPVoHS8NY+mRzQ/b4ZcUlKCEZ/1kX49CDIoLYVvvzXndfZs+Owz89g+kePuiy9MiQQwN3Hrr4989RX6wPGw2/voz4fAr9cDEaTf3xAnPo40KC4BeuwxmDx5Td+0n0jWRPGCAF11lSkB3diY94zF2UZC64Pf5ltoHdBJtdOyCUjlT5BwL7u8+vQxXlH7XoJRo4wgffyxeXz6KZx4IoHxZ6L9GkyyTqmAsr1NShuHIw2KS4Aeesj8kfw4fuElAVpvPWPHvHn+8yQLgZIdMH/ddjnEpAKpmNh78emKYNCc6002gYkT126WgRDaMPttOgqe4omCW7gQXnkFjjzSO3NqekIwMS/ACwI0cqRZzp1r144iRcKbm0zSa2XlLjfCFE4/gMLhsE3xeECPPmou3kcdZduS3pH0gHo7ZyObOAGyjlRfA6XPoU2PAHGk/DAo29/KPCSHo7cUjwDFYrDbbrCFTxP8eckDGjDAjBU4AbKGSADKJyDlPkwn5XAkKJ4uuHPOMV1wfr1D9JIHJGJCc/fbz7YlDofDxxSHB7RokblrD/hYb70UhAAmlN3hcDgywMdX5B5wyCH+T73jpS44gOZmmDnTGx6Zw+HwJYUvQHPmwH/+AzvvbNuSzPBSFxzAAw+YWfFff23bEofD4VMKW4AaGuCII6BvX5Pzys94zQMaMcIsXSCCw+HoJYUrQPE4HH+8mbX90EMwzE6hsKzhNQ/IhWI7UqCxH9DmF9DWGajt4okOz1O4QQj19TB/PvzlL6b2id/xWhDC0KFQXu4EyAEkitPVXwmNDyTKWcQhMAhq70KCQ22b5/AohStA1dWmzkm4feVKn+K1LjgR4wU5AXIAND8NjQ9jykMk8tTFvkGXn4UMeMyqaQ7vUnhdcNOnm6i35ctNLRO/zvtpj9e64ACuuMKFYzuARFXWDhVm4xCdg0b9XT3XkTsKywOaPx8OPth4PZGIbWuyi9c8IIADD7RtgSMNVCMQmQEah5Kxual3FG9I/b6EQFdlvz1HQVA4AtTUZDyfujpT+nfQINsWZRcvekDLl8Pbb8OOO0JNjW1rHCnQ1ncTlVPb/G5q/oqUZnlaQtnesOobOpaJCENoRNqHUY2Z0g7RWRAcDmV7IeLvkh+OzikMAVKFU0813W9TpsBWW9m2KPt4LQgBYMYMmDABpk2DPfawbY2jHRpfiS4/rUPlVF1+Fgx8GQkOyOz40S/R+ush8l8I1EKgD8QbMV1xQSCMVF+FSHqXGY3Xo8uOhtj3plS6lEP9lVD7MBJaLyNbHd6kMARowQJ49VW4/HLTBVeIeLELLhmKPWeOE6BeoNoKzU+jLW9AcAhSfhQSGp69BpqfJ3XpVDVBA5Un9PrQGp2HLj3cCAVxiC8GyqBkZ5AoBNZFKn+MhEamf8z66yE6j9VelK4CbULrLkL639trWx3epTAEaJ114KOPoLbWtiW5IylAXhrbWm89E4r9+ee2LfEdGl+FLpsEsW8THkoYXXUP9LsBKd0tS42sBE31e2lF4yvIJDxHG/6+RnxW0wyRN5FB7/Su26z5KTp24cUh8j6qTa7MdwHi7yi4Z56B8883XkH//oUT8ZaKZDi5l8aAAgEYPdqUZ3b0CG2819ztr+4eiwDN6IpfoRrtYs8eULIjKe8xpQwp3SmzY0feZ23xWX1wI6q9wk1cLTYyEiARqRWRF0VkTmLZr5Pt5onIxyLygYhM7+n+KXnnHZNm57XXTABCoRNKXEiiWbo4ZYvNNnMC1BuanwZaUqyIQDQ7HqWEN4Oy/YCKNm+WQ8n/QnibzA4eXDf1+xqBQC/HlsoOANpH6AUg/CPn/RQomXpAFwHTVHUUMC3xujN2V9WtVXVcL/dfQ3Mz7L+/mY3/zDNQWdlL832EVwXo4ovhqadsW+E/pCL1+xozIpGtZqqvRmr+BCW7QckuSN8rkZq/ZVw5VSrPAMravVsKZXsjgZreHbPPeRBaP/HdiFkGapHqqzOy1eFdMh0DOhjYLfH8LuBV4MKc7z9njgn7ff55GDy4B835mOQYkNcEaNNNbVvgS6TiGLRuFmtP3hQIroeENsxeOyJQtg9Stk/Wjgkgpf+D9v0j1F8B2gzEoWw/pPoPvT9moA/0fwJaXmsThr23Z8KwNTITbbwHYougdA+k/HAk0MmNhCMtMhWgwaq6AEBVF4hIZ5NvFHhBRBS4RVVv7eH+iMhpwGkAPwoE4Nln12RkLgZEjAh5TYBU4Y47YN11CyPnXr4oOwBa34OmKSBBzB1/FdLvJtuWpU2g4mC0/ACILwTpiwSqMj6mSBDK9gC8FVUZb3wMVl6KCZKIQ+t/zThe/0ez8rmLlW4FSEReAoakWHVxD9rZSVXnJwTmRRH5TFVf78H+JETrVoBxY8cqY8f2ZPfCIBTyngCJwFVXmblXRSxA2vw82nCLCUcu2Q6pOrfLkGoRQar/gFaearIUBAZAyQ7mAuwjRIIQXMe2GTlFtRnq/wA0t3m3GWLz0cb7karTbJnme7oVIFXds7N1IrJQRIYmvJehwKJOjjE/sVwkIlOA7YDXgbT274CfS2tnghcFCGD77c08rCIlvuoOaPhrIiyZxNyeV6H/VCTUdRkQCQ2HbM79cWSfyKekHi5vgeYXwAlQr8n0Sv4EkJzNdgLwePsNRKRSRPoknwN7AzPT3d/RBi8L0Pz58P33ti3JO6rNa4sPAHHQRnSVf7rTHF0gfUxwSCp6GXDhMGQqQFcDe4nIHGCvxGtEZB0ReSaxzWDgDRH5EHgXeFpVn+tqf0cneFmAwITGFxvRr0n9N4qZMR6H/wmNTHQztjvPUo5UHmfFpEIhoyAEVV0KjE/x/nxgQuL5l8CYnuzv6ASvCtCYMab0xezZti3JP8GBnWQboPO5MnlCo1+j9VdAy9sgZVBxFFJ1Tm6yYRcwIgL9JqPLT0qkHAqYc155OlK6q23zfE1hpOIpFrwqQGVlsHBhUWbElkAtWro7tLzK2hNLy5DK0y1ZBRpbmsjV1oDpEmyGVXei0bm+irTzChJaDwa8AJGPIL4MSsYggQJO/ZUninQ036d4VYCgKMUnidRcA2V7Ymbxl4NUQ99LkNIdrdmkjfevmZ+zmhZoeQONzrNklb8REaRkDFK2uxOfLOEEyE94WYA++QQOPRRmzbJtSd4RKSdQcx3U3ArBoSYJ6MpLidf9DlVLaaIiH9ExsScg4ayk+lGNoI3/Ir70x8SXnYA2PY2qy+Xm6BmuC85PeFmAwmGYOhUOOKAosyNo9GuoO7NNNFwLNE1FYz8gtZPzb1B4Y2h9C5PktA0ahWBmmRZU4+jyU6H1A5KZHLT1A2h9Han+U0bHdhQXzgPyE14WoJEjTTdcMUbCAbrqzhTBCC3Q+jYa/Sbv9kjFsdAh2KAEwlsh4VGZHbz1DYh8yNpphJqg6Vk04kpzONLHCZCf8LIABQKw3Xbw7ru2LbFDdDaQ4txICcQsCFBwKFJ7H4S2xPzNS6D8QKTfLZ3uo9pqSmJ3g7a82aHKqiEOrW/32mZH8eG64PyElwUIzHygK66AVauKI0N5W8JbJbyC9l1eLRDKfs5CM7YU7DKkWsKbIQMeRTWS2Db1/aZGPkHrfgfRT4EQWn4g0ue3SKCTcxjojwm4aDfGJGFTmtvhSBPnAfmJUMhbFVHbs9NOsO22JiS7yJDKE0FKYa06o2VQti8SHJq1djTyKfElh6ILx6ILtya+/GdovK5r2yTcufjE5qPLjoHoTEzEXCs0PYmuOLPz45UfDKTKWReAMjetz5E+ToD8RDjsbQHaZx94+23YaCPbluQdCQ5B+v8LSnYGyoyXUHVaVmvZaGxRQiw+AWJAFFqmoctO6nUEmq66J8XYVSu0foBG56bcR4KDkX43gvQFqUrU7RmI1N7pCsc5eoTrgvMTJSXQmiK01mvEYmvqFxUREhqB1N6Ws+Nr44MpxCICsS8h+rHpBuwp0dl06DYEkJApGR4amXI3Kd0ZBv0HIh+bbUNbdOpl9QSNfIauuh1i80xW8YoTkeDAjI/r8CbOA/IT4bD3Bei662DIEG+PVfmV6BxSzu1BoLeRduExdCyDjRG60MZd7ioSRkrGIuGtsiM+La+hS4+E5ifNeNqqu9Al+6OxzJPcavRL4nUXEV9yIPEVF3Tq3TnyixMgP1FS4u0uODCF6ZYsgRkzbFtSeIS3pmMZbEym5vDoXh1SKo4xeeLaj12V7tplPaNso6po3W8xNXeS2RtaQVei9ddnduzIx+jSw6DpcePxNT+JLjkcbX0/Q6sdmeIEyE/4wQPaeWezfL1H9QYdaSAVE814y1p/21Io3R7ppKus22MGByD9H4GS3YAykH5QeRJSc20WLO4B8UUQX5FqhZl3lAG68vJE2HgyxDwONKEre18+3JEmjz3W5WonQH7CD2NAQ4fCqFFOgHKABKqRAVOgbD8z+B8YAJWnIDV/z+y4oQ0I1N5CYMhHBAa/Q6DPefnPmC2VrJ23ru26msyOHfk49fvRWah20qYjc+bOhcMP73ITF4TgJ/zQBQewyy7mziceL97qtTlCgkORmutsm5F1JFDVJqt4m5ssKYeKkzI8eBXoihTvV2Rl7MrRCc880+0m7tv3E37oggM4+mi44AJoael+W4cjgVRfBSVjMV2BfYBSKD8KqTgiswNXHk/HsbMyKD8ms+M6uubpp2GTTbrcxHlAfsIvHtD48ebhcPQACfRBau82iV1j8yG8SVbKHkjlmWhsgQlCkFKTnaJsX6TPuVmw2pGShgZ49VU4++wuC1U6D8hP+MUDAli+HKZPt22Fw4dIaH2kdMes1dwRCRKovgIZ9DrS7zZk4GsEaq5BJJyV4ztS8NZb5lq1//5dbuY8ID/hhyCEJD/7Gbz4IixYACLdb+9w5BgJ1EKJy1WXF/be2wQhDBvW5WbOA/ITfumCAxOIsHAhfO7S8zscRcmIEeaa1QVOgPxEOGwyDPih8uQuu5ilC8d2OIqLTz6Bo44yHlA3OAHyE8m7CT94QRtvDIMGOQFyOIqNJ56Ahx+GqqpuN3UC5CfCiUFTP4wDiRgv6LXX/OGxORyO7PD007DNNiYnZDe4IAQ/kfSA/CBAAL//vQtAcDiKiWXL4D//gYsvTmtzJ0B+wk9dcABbbmnbAofDkU+ef95kQOkm/DqJ64LzE37qgkvy2GNw9922rXA4HPlAxCQk3nbbtDZ3AuQn/NYFB3DXXfAHl3XY4SgKJk0ygUdp5oB0AuQn/ChAe+4JX3wBX35p2xKHw5FLli/v8bXJCZCfKC01Sz8l+dx7b7N88UW7djgcjtxy6aWw/vo9qobsBMhP+FGANt4Yhg+HF16wbYnDsRrVGNr6nikDHm+wbY7/UYWpU83YTyj92DYXBecn/ChAIsYL+uAD8yN1YdkOy2jkU3T5qaBNgIBG0b6XEKjouniaowtmzIBvvjFeUA9wAuQn/ChAADfeuMZ2h8Miqq3oshM7FqhbeRka3hIJb2zDLP8zZYoJPDjggB7t5rrg/EQyCMFvAuTEx+EVWt4EUs2ji6BND+fbmsJhyhQTfj1wYI92cx6Qn0heyP0UBZfk0ktNfaCnnrJtiaOY0YZOUkPFIL4i39YUBqpwyy0Qi/V4VydAfsKvXXBgZkc/+6wJ1ezXz7Y1jmKlZDsgRZSWVCBle+bdnIJABHbaqVe7ui44P+FnAdpnHyNCL79s2xJHESPBwVB1BlDe5t1yCG0OpU6AesW118J77/VqVydAfsLPArTddtC3rwvHdlgnUHU20u8WKJsAJbsi1ZcitXci4jqEeswPP8AvfwnPPder3d037if8LEDhMOyxh0lW6MKxHZaR0h2Q0h1sm+F/nnjC/J8POaRXuzsB8hN+jYJLcswxsOGGJojCRcY5HP5nyhRTenuLLXq1uxMgP+HnKDiAiRPNw+Fw+J+6Opg2Dc49t9c9Gm4MyE8kyzH41QMCU8vo009tW+FwODLls8/MuG4vu9/ACZC/EDFekJ8F6Be/gO23968X53A4DNtvb4IQdtyx14dwAuQ3/C5Ae+wBDQ3w9tu2LXFkgEa/RVfdjq66DY3Os22OI9/E4yb4IBRKu/ZPKpwA+Q2/C9Duu0MwaKLhHL4kvupedMkEtP5atP46dMmBxBtutW2WI5889xyMHAmzZ2d0GCdAfqOkxN8CVF0Nu+4KDz/cSUoUh5fR2PdQ/yegBZNTLWKeN/wNjX5h1zhH/pg6FRYvhg02yOgwToD8RlmZvwUI4PjjYe5ceOst25Y4ekrztE5WxNBmN8m4KIhGjQBNmJDxdAoXhu03CkGAJk6EYcMyGrx0OByWeOUV4/0cdVTGh3IekN8oK4PmZttWZEZlpQlGyGDw0mGJsvGdrAgiZfvk1RSHJR56CPr0gf32y/hQ7grgN0pL/S9AYD7D+efDgw/atsTRAyS4LvS5ECgFSoCweV51DhLayK5xjvxw+OFw1VXmZjhDXBec3ygEDwiMkD73nAnHnjTJtjWOHhCoPBYt3RVaXgAUSvdCQuvbNsuRL7Lg+SRxHpDfKBQBEoFTToH//AdmzbJtjaOHSGgYUnkKUnmqE59iYupU+PzzrB3OCZDfKBQBAjj2WDOR7Y47bFvicDi6o7nZRLBefXXWDukEyG8UQhRcksGD4YAD4O67TY44h8PhXZ57DurrsxL9lsSNAfmNQvKAAM44w0xOXbkS+ve3bY3D4eiMe++FgQNNBGuWcALkNwpNgPbZxzwcBYvGlkLr60AQSndDAn1tm+ToKcuXw5NPwk9/uiYrfxZwAuQ3Ck2AksyYYSanDhhg2xJHFok3PgQrLwcJggLE0er/I1C+t23THD3h3XfN8vjjs3rYjMaARKRWRF4UkTmJZb8U22wiIh+0eawUkZ8n1l0qIt+3WTchE3uKgkIUoK++grFj4fbbbVviyCIa/RpWXgG0gDYCjUAz1P0SjS+zbJ2jR+yzDyxcCFtvndXDZhqEcBEwTVVHAdMSr9dCVWer6taqujWwDeZXOKXNJtcl16vqMxnaU/iUlZlcTNGobUuyx4Ybws47m2g4l6C0YNCmp4EUv1MRaH4x7/Y4ekk8bpY1Nb2ufNoZmQrQwcBdied3AYd0s/144AtV/TrDdouXZPK/QomES3LyyWZ+gUtQWkA0A7GOb2sctMB+v4XMZZeZG8QcFJHMVIAGq+oCgMRyUDfbTwIeaPfe2SLykYjckaoLL4mInCYi00Vk+uLFizOz2s8k018UWjfcEUdAVZXrhisgpGxPoJN0LaW759UWRy+Jx800ifJyUwomy3QrQCLykojMTPE4uCcNiUgJcBDwrzZv3wSMALYGFgB/6Wx/Vb1VVcep6riBAwf2pOnColAFqLLSpOR59tnC6l4sYiS8FZQfBpQDgrnclEHVGUhomF3jHOnx5pswb17Wgw+SdBsFp6p7drZORBaKyFBVXSAiQ4FFXRxqP+B9VV3Y5tirn4vIZOCp9MwuYgpVgAAuvxyuv95kR3AUBNL391C+P9r0DEgIKT8ICW9h2yxHutx1l7k5PPTQnBw+03/6E8AJwNWJ5eNdbHs07brfkuKVeHkoMDNDewqfpAAV2hgQmMwIYAIRsjzY6bCDiEDJOKRknG1THD2lqclULp440YhQDsh0DOhqYC8RmQPslXiNiKwjIqsj2kSkIrH+sXb7XyMiH4vIR8DuwHkZ2lP4FLIHBDB9Omy5pUtQ6nDYRhWuuQbOOitnTWTkAanqUkxkW/v35wMT2rxuBDrkWVHV4zJpvyhJClBTk107csWwYSYabvJkuPZa29Y4HMVLRYVJlZVDXDJSv1FebpaFKkCDB8Mhh5i+50L18hwOr/P113DTTdDQkNNmnAD5jUIXIIDTT4dly+CRR2xb4nAUJ5Mnw9lnmxxwOcQJkN8o9C44gN13h5Ej4ZZbbFvicBQf0Sj885+w776mSzyHuHhXv1EMHlAgAFdeaf4ILiLO4cgvzz4L8+fD3/+e86acAPmNpAAV+vjIEUfYtsDhKE4mT4YhQ2D//XPelOuC8xvF4AElWbzYhIE2Ntq2xOEoDqJRWLECTjwxq3V/OsN5QH6jmATo00/hwgth0CDzh3A4HLklFILXX4dYiiSyOcB5QH6jtNSMiRSDAO2yC4we7YIRHI58EI/D0qXmeTCYlyadAPkNERMJVwwCJGJCst9+Gz780LY1Dkdh8/LLsM468MYbeWvSCZAfKRYBApOFt7TUeUEOR66ZPNmURBmXv7x9ToD8SHl58QhQbS0cfbSZmOpwOHLD4sUwZQocd9yauYZ5wAUh+JHy8sIPw27LbbflrU/a4ShK7rkHIhE49dS8Nus8ID9STB4QrBGf2bNhyRK7tjgchYaqqUS8ww6wRX5rNTkPyI8UmwCBEZ4xY+C00+CGG2xb43AUDiLw+OM5z/uWCucB+ZFiFKABA8xcoJtvhi++sG2Nw1FYjBwJ226b92adAPmRYoqCa8sll5jZ2b/9rW1LHI7CoK4OjjzS2jQHJ0B+pBg9IIChQ+H88+HBB03lVIfDkRn33w//+pcJQLCAEyA/Mno0bLyxbSvscMEFsO66MGOGbUscDv/zww8m+GCbbaw0L6pqpeFMEJHFwNdZPuwAoFBCrNxn8Sbus3gT91lyy/qqOjDVCl8KUC4Qkemqmr8pwDnEfRZv4j6LN3GfxR6uC87hcDgcVnAC5HA4HA4rOAFaw622Dcgi7rN4E/dZvIn7LJZwY0AOh8PhsILzgBwOh8NhBSdADofD4bBC0QqQiBwhIp+ISFxEOg1bFJF9RWS2iMwVkYvyaWO6iEitiLwoInMSy36dbDdPRD4WkQ9ExDOpBLr7jsVwQ2L9RyIy1oad6ZDGZ9lNROoS5+ADEfm9DTvTQUTuEJFFIjKzk/V+Oi/dfRZfnBcRGSYir4jIrMT169wU2/jmvKCqRfkANgU2AV4FxnWyTRD4AtgIKAE+BDazbXsKO68BLko8vwj4UyfbzQMG2La3p98xMAF4FhBgB+Ad23Zn8Fl2A56ybWuan2cXYCwws5P1vjgvaX4WX5wXYCgwNvG8D/C5X/8vqlq8HpCqzlLV2d1sth0wV1W/VNVW4EHg4Nxb12MOBu5KPL8LOMSeKT0mne/4YOBuNbwN1IjI0HwbmgZ++b2khaq+DnRVitYv5yWdz+ILVHWBqr6feF4PzALWbbeZb85L0QpQmqwLfNvm9Xd0PNleYLCqLgDzAwUGdbKdAi+IyH9F5LS8Wdc16XzHfjkP6dq5o4h8KCLPisjm+TEtJ/jlvKSLr86LiGwA/Ah4p90q35yXgi5IJyIvAUNSrLpYVR9P5xAp3rMSt97VZ+nBYXZS1fkiMgh4UUQ+S9wZ2iSd79gz56Eb0rHzfUxurAYRmQBMBUbl2rAc4Zfzkg6+Oi8iUgU8CvxcVVe2X51iF0+el4IWIFXdM8NDfAcMa/N6PWB+hsfsFV19FhFZKCJDVXVBwtVe1Mkx5ieWi0RkCqbLyLYApfMde+Y8dEO3dra9WKjqMyLyDxEZoKpeSyCZDn45L93ip/MiImGM+Nynqo+l2MQ358V1wXXNe8AoEdlQREqAScATlm1KxRPACYnnJwAdvDsRqRSRPsnnwN5AyoigPJPOd/wEcHwiumcHoC7Z5egxuv0sIjJERCTxfDvMf3Bp3i3NDn45L93il/OSsPF2YJaqXtvJZr45LwXtAXWFiBwK/A0YCDwtIh+o6j4isg5wm6pOUNWoiJwNPI+JcLpDVT+xaHZnXA08LCKnAN8ARwC0/SzAYGBK4j8WAu5X1ecs2buazr5jETkjsf5m4BlMZM9coBE4yZa9XZHmZ5kInCkiUaAJmKSJ0CWvISIPYKLDBojId8AlQBj8dV4grc/il/OyE3Ac8LGIfJB47zfAcPDhefHmd+xwOByOQsd1wTkcDofDCk6AHA6Hw2EFJ0AOh8PhsIITIIfD4XBYwQmQw+FwOKzgBMjhcDgcVnAC5HA4HA4r/D/O9Qe066McTAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(len(kernels)):\n",
    "    plt.figure(figsize=(30,10))\n",
    "    ax = plt.subplot(1, 4, i+1)\n",
    "    plt.title(\"kernel=\"+str(kernels[i]))\n",
    "    plt.scatter(x_train[:,0],x_train[:,1],c=y_train)\n",
    "    clf = SVC(kernel=kernels[i])\n",
    "    clf.fit(x_train, y_train)\n",
    "    plotting(clf)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "3f0aedf5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "linear score:  0.8833333333333333\n",
      "poly score:  0.8833333333333333\n",
      "rbf score:  1.0\n",
      "sigmoid score:  0.6166666666666667\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(kernels)):\n",
    "    clf = SVC(kernel=kernels[i])\n",
    "    clf.fit(x_train, y_train)\n",
    "    print(kernels[i]+' score: ',clf.score(x_test,y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc19ee92",
   "metadata": {},
   "source": [
    "### rbf kernel gives the best performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "15e4ca8f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
